{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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dT76AinkEUnIXBtD/RWqMTappxAMbxGYDxAkHcfiIRhJ6qPqS+5AzbgyEMUWFtQnVhB4gmhOEot5QgYbiUWQVROfzDAAK9YunHy6Lhl2KhmRyBteMsm3I64JtWYBakGPCPM2Ik8w/qcQRG7qlUUZYYkYEc3PE1FrVBldvp3l7dW5NiBqDpz680UPSGB3Wszpt5HeCOkIICCnq0uztw96RuMvgQgeHgzFfABSplCo0L/A9imfXmZ5RUFBYUAdD1q8wg2BM/QH/ffSl2DEAVRMYDXI1h4ASgVKhkalPWi3oYYC50wEz4qtLWf8M2E2W3YfQIJLZKn7HDj4x0IVYOhe6j7XZocEFBaOiSjgjBMQUkeycEJp9eAcy+SKaauvMxe4stUG71MDDfB+1AR0+b9+ZpmbVhKZZD1E4ZoBJx8P7+9nvVHsSLIFBzg9RNKg4PVqMLprtrQKDe2Y/zHMbhq6zaq4+AcHXHc2ebGEY2r0caRmi6nTo7rYdffXeU9fMh1cfg783fl9ramaC3f/N6u3gpmlZwU+uKduyfHh8yJzDkMDcxddCQBBHF4JNGRmTVp0sGaA4UQhbAZgF/ki20Ip1XXd4P1JQu4ZaLFO9juLFY5fGgSIiRYzjhD75ouSMrGmBQ5KYoc2ASWqwxMLSFDEOA07ThIfzg9rJkoX09PiIYRjw9PQJ0zTi4fGM+TTBmCupYOjh+NH5o1Mh0FWp2LJMjMmD+hqqOnhEyUh0LupiBwtj6UIGX28lDg8lKvED8s6MqohAgugCN02cybMSCIO79KuSTwxAiiNAhCkNGIcBOWdcpwHrtoGhnt3rBTEI84qmK+CS23iMEMGomzysCbkQNSXQqLNCzZSM27qAa0UkMWsKAxpllGml6HFVY5BcLOTR2e19QgSLI0vmqypNlx1jWvJJrdWLEnoPvyWshBAQhwExZ4SS/ZmYhNxsfll9L5SCaHoQ1H8nMfIQECg6Qv6fZk6zKZlVg3aE0dtCTYuzDJDZz4V/ZV7UFuTt82eDXfDOGEAQqNgp66h2S3cDgb5mL3R2AWDPIc4ZQB0YClENbpv9NU0TplE8un0eMGAwsROO6JhFx+GP4drRhBb6vxxmWmyPXGrvJ4K4n+Om7dg1dpsDOf8A2exzmDYXSR4U6RYIcrDvW3pawqjJFqWKI1Diwayx3Q1ARuHajZj9LvanB/579HKI71XAvZ+SfyuIibtlNxpEP99AS3Kw5w3H+/XvKjjQvu/HZbTQw2gZsNG9an31EPde434xTFObpvfP7kDp944PmbPWlvJmFzPi9zS1Q1C/WvSYEygQuBYEiKPCXNRBIYo5bM7nE4JmyIxpRNIsGrPLKles64oAYyqxr0b1jIpdecW6LDLBuQCRHBpliynqIlhaIFHAw8MJpVSs64ZxGPDTl69aEjd54oFk7miuLbVJ8yB7P2m2KJqSRmozk9p8HsP0fEcx4AkGA/YMLYwldgVVjR0Ted5qhcQXI6mbJyZwaDnAzbnBqmCrpjqykympVi25eAwPUTIeYiCEMSGlB5RaMA4Dtm0FasHl9YLL5YJlXUGUECiJfyEXEKkHmgjGujYWjyVCWSVE0SLB9DeZKwEFjAxNYDHPcQwyLyRzmjUyYIxnqMSFpioTMVesDFDmdxeTZDGFtqIwXrWhlTSaqZPSgGEoyNsmY4nN9rXrZTXnUpT4dC4ZvEqK4bKt4oUe0ocM+gPmrM6cQHtYTwjvNJTj9yLu9UISLhCJLIxm7malCSGGyCoRJafUbLw+ZYtZKicKJB8xhrAP9u8Cx4xKjOAxQhlTn1vZHFPNCcIMDOOI0+mEk4Z0YhQDP4XuPgCCMlivOft5EsVh2vCILrD/h2la1S7OmIpAQKSatWk/s7ZAllJpdizcrmN9N8ht+hJEKJ2/YGcXV82yoTZMqcgIGJJo0hgDtm3A08MDotpTFAi1ErgGcUZR6Z5ZNfKRdo42uzqurIbUxsBo8cTCFVQ1tKSoxL435iQw2MyObm1AcEG+u79rsio02WnNboA+dvFVvFVORxpoykqev9QKRvaaUGPk38ycdhEjVM8PtYCqTmofjliWK5gZj0+PiHHw6zAYtUqgeEhi61hSMVdhvqBMZ9gfrGldVbyZYHYGBuR3W95QmbGtm2OfwlnzU/ducav7rKVgW1fEEPD56Ul5mJBixDyNSDEgqc0sjgslY65uT4AlK0a0W2MWGLGb5FYCaMhKpXtU00DtQQK5+91OJmNMaokL7mCoBeAqtj8zuEvsBzOCEWwVbWQaXex3tRTsXho/jZoqBz3fiL8RMINqRQTw9PCAaRgwTxPWdcX1tuF6FY8uKQ63pG9UifGe5hnDNEkssI97rhtKFlvQ7eOYPCwkOcBVzXlG4YoYIqZZMsCi5hcvyw1bLhgJkrSvjMNg5M7pY0kBRIQKMbWokjOhfWdx66enJwyDJGuM44jwt7+D+RtyloorcyAGUnTIMpZcMhIEoW1b7uxcEYlJyxt/E3OabWiJ5L2mMmlnD2ROnNvthlorzo8Prs2YGZEjapBJjUlsuJSSE2zJklRgYQqrMkkxgUt1TRo1lctihNum0ihnEJNj/RpaMNrG4f4HZc5xHHF6fGxdB7r7iws/eCUOmY3CYtATgKhjMpvQtddhvkk1eG+PBrH6hA96G9R/Y7FIcvW2ixuiInBthQi1q7pwbWyIpkNACmFdY3KzUSPkuavpIWZ/bu5/T4TzPGMeR8zzjJwzvj+/AvyKsBJKzSASxwkD4AJxME0TptMJFCNwCPxfb4skfmiVSkhi01VmVBU8MBu5VsSUMIyjrFOJKLXgttwEVnMLiRmzVM27PqLA5sUVOuw9+cacj4+PGMcRX3/6CfM843q94nq5YF0TBoWmQbPI0pjct9LQGiHngkVrbkVZkIYhf2NVijGPVzyQ2FBQ/O2mf0fU83xS50qDtK7pWMqenGiU+anTbqyeUwDIpWBbN9QiCe9Qu+HoUKmlOmHvYlM6EeK9jSiqkYdhwDiMGKzrgNuT+huHipYz2qhZPlNG7D7vGQvmuNA/7vCratDm4TZt1s5s16f+4gaFDpqY9d9NDujq6ByxM2r3nf2+Vs1T7a/Jisz3IRiLxaYQUAFwCAgx4jRN4AfxjFeWmPR8OgvMVkF+fnzCME1I44g4DC32zZJDveXNbYBSGRyqmBTRzBwR1pM56pKuhNr3MYrg7+PVMUagEmJsPpN7jsr2maxwCIRpGpHS4JEHVoajEDCMA9KQvAHBNE3qDxHmPD+cpeokBtRa1LEoxfYPD48YRynA/82a0/qimFYMKSKSOmG0aPgIfUVLVQSKqIWV8QiS4heEOTU1i0sFgoZUoiY8lBYvyzljXRYECpjn6Y0d6tkkR88a9syZtKSrqENqHEaMVvOpzp5k5VmWJAASTYLeGyrOhtiRqzMWwcM9/TK35e4OAqhatY/8ONz9pWm3zi5VTS02V8dgaPaOxBW5QXC9jTGqnePXLM2mFUHTcqp70jF0wESgEKVLAiD+hVPANEwYLwNKqUjDgE9fPiOkhDROkjI3zwgpYX44YzrNWJYV19sN67bhti5Y11WeiAiFC2ohDGnYpdhN44jz6awOGkNEIjLikJDAHurqHZcKMXbMaTZhH98UumEQjdo3Kfn9Ldc7hIBxGjEswqDjOOLx8WHnEAI9oZSCy/WKbcuCGqYJX79+xZ/+9Ke7tvfx+LgqxY1pe7AozZ+0Yt+ws0gfsSuICiS9Txg3BYlNSnWKNKMahkFVvsSewKaJ5H/CrAGlFAxJCpCtVKx36rBK3FZ13hLtrQeP9eExiMhVEpstwaDP7TQHC+lyO+N1zgEvDMae+VyzMptZ6BquOUe6c5X4jckcEvcHdxeGMT53X6pfUzWmazpVmNQza6cs3Z7Uz014mPalneZ1SLJDD9T/1oRgJIkfzxOGccLT4xPikDBMEyhGhHFCSBGnhwdMpxNewivWTbSltZ6xCpBxlAZr0zhK2xN1pIQYcDqfVGMFocHb1eForRWhE0KytpJtZX/vSBz3j6DacRonPD4+Ig0DHs5S/medN263G9KQcD6f8NNPXwHAiwZylmexUrh5nnE+n/H09IQvX74o7a7oSOvN8QPmDCrJZBWGcfIubNZlwGCBeaFyLgCadzTGiDgEnE4nPD09YRpGPD8/Y11XXC4XzQiBOlgCIkU8nB5wPp+dsEIImEYpFdu2bceUMlGbQ6RhGDCPAlknfXepqI81xKQJ1QFDTI0pVXNaEncwcdEhRGO0BlVNk3GD1spo1BFz6BQTYO030KWEuXD3mxn7+R+GlwkQ+FGdOX3J7FTLT63slzT7UidWz1cBC3G2VP2MKkPyqJtJI2/yHs3hZMIqRJmzk2QQzacz/vSf/hPSNGI8nQQZDQkIAQ+PT5jPZ/z1b3/D5XoFM3C5XCRcpnbi09MnzKdZNGeIeH7+jtt3YYaf/viTFiOIkP/555+1u4XalVsGl66UCxA7F/sIhHl97x0xRpwfHvDw8ID//K//GfM8YRqndj2Smt/bcsEf/vAT/uv/9V9Ra8Xzt++43W643a7IecM0j5gw4cuXL/j8+TP+9Kc/4d/+7f/Esiz429/+1pLr7xwfO4ScIELLdkELqBKZ9LISIcKNlw4mNAN7miY8PDwgl4LTfAKBcL1e9/BUCcaMcYOxIRCGlAC0ZHWLmc6T1HXmLUv+JDV3uZUbmR1rDnYLHrt9+u6raU/YVLjntGlFUHcO4Jqwv7axmRODSXfuDNZqKrd9ZEevP+26TbOig6vd9bvvdgLGNa2GsWxcrPFZhp/fxrEXcE3gWR6wPEoMAWNKGJLmXIPU5q2IRKAYkbRkz4qPzcb1+SPCqM6maRD7cl0X3NJFG6FFd1K608d7VJEkVfRwVRfpbmoeui4PvbaNQeqIpxGn84x5PkktMQXMpxmn8wmn60li4qcZp9OMWqqUMpYi3vhA0HwIDb+0l0z3vtDieHzcfS9LIfOgMUVQRGUgl4rKGaf5hM+fPqNWxu12w7queH55xrZtIuCJEOOAaZrx9esf8F/+y7/hl1++YVs3fH9+xuX1VdporBtqLpL8nAvO8wl//MMfNQlgkClUDb0sizMnEaFmRkDA5XLB88szhiFhnmftlDAgxuQ9jPZasRE4gf3vqIrpjb2JZl8e/Wu9hmxQGCDa1zUqVcu7hi/AkmBQiURvEe3u2R8Sv2uZQeKz3Ute7ppf7e/XILrF3tzupCZKWgIFtyt3ypmtw4CmyhGzxn0BQEyFaUhIw4Cyrqi54HK7gkLA09efMIWEMQ2Y5xNiiLL2tYgjSetUY4z48uUzPn/+gqfHRykhHAZwLTg/nL0oYp5nlFJwPp8QY8BNGaMsUvMbY9SC/gZLfF7MjFGbtGUEAaTdO758+YxPnz7hj3/8A2a1lxmEXLMy7IiUCF+//oQvXz6Lj2RbwKhIgziAihYChMiICWAUbHnBul5xub5I3+d3jh8UW0OIjsi1jT6ZT+I0zTuJI42YNz3L4ozSZ+d0OmNZVszzSbKD3klrCiFgGkYMQ8I0zwBL+8xaqscqp3lGDBEPD2c8PDyAWRp3xdTisMaMBXBNSUQdo/QPeUdzGtGaVtFn2nlQTfvy/rdN0xx1Xje5naeVmIXpPoBamkbg52oQ4O2a6T/4+KFr6wO0JWqK1h7Ln8d15e7t+DwG9wPBPd+1FKBWbMzita2lzavGEs3uNbtV/i35yzGElk45jZjnCeM4uJOmb/4GoKVaEtzckm4TbVV8vAeYTs1R0ByJeh97UZKowzhZZZNUN03ToFlrLX1UUvyg5kVDkqItpbmAlN79RlhrQVJzAFnLiGEYMY4DPn/5in/93/8PWJxzud1QmfH68oJ1XZBLwTSdMAwTTvMJnx6fUHPG08MD8rqJ3aelZSS5WuDCGMKAh/mMcRwwn2ZJ31tW5FCwrQsqCF+ePmE+nRCJ8PXLV/z888/461//iqq9Wlv4hrUoe5+wbwzmtY1qYUa0dDhLZIAT6UEbKTM1uHyYQGMEZxTuGMBSABqD6kVhgLrPbmlepoZYNaJrT6T/DT6udmH2JHnzUKKHcVaHZtpQ85gjWs1qOzQRwxgarA5fgnQgFcRRt4zX5RsqgIUrKEQ8PT1hntF1A4UAACAASURBVGcoB4ICIRFhiFHsOYqo6qf4/v07cs4Y04AxDXh6eET613/Fw8MDvnz5gmma8OnTEwDg8+dPXv4HALeXC7Ytw9OMiAQS2QwTISkktr/d3xW6Qgad/1IyctkQoXH/SJjmAaeHGY9PDxjGAet6U3+Ltm0JkqNc6irJCtsJyzriepvw8voN67ohJvKmYfeOHyS+2yADQJboa31YR0zTjMfHR8fsN7UrzX1P2+aV7CkmbeMhL8tXbYCKnHCt5eSgVRG1Vkn1Y3WTBxZNPM94enqCFVS/vr5qa82bT7hRt4UBejtTaIsd1nVs4T1xfGzU8lV7jWRM22OK3dFpKba/Rf3BWHKfPKAWnMIus5dco/rlBIpX7mJ0xsC9baXassmJxph85zx7kdpqZJCiUQUspbtZoew/N1iPWpHXDYUrNq6gGF2T9g46iyl7DWWVzzYtlpcGWpJmGZM4Fi0scTqdAMA7IFonDfPKi4NSwyguT1Uz9i0/fYo7X4ETD2tDr6r2vNCSFE1EDOMgkYXadYZQtInOrqx1kzaxZdMeyxkh9Pd5e/zA5iwASXFoDAFPT59wOj/g6ekJnz5/wk9fvuLp8ZMEflPEsiz44z/+BdM4gfnvYL7idBL38TTPML1lNZaE1mnAHTmQNLpxHDGOI6ZhQoU0esqakGyJBLaFgRdmq2c2aasIIzrTeb4wOLy4Nah6A20dZbZJdOFDfmUn293B7Oc2prDfon2OPjnA4LTEEsmYFGglSXouUysD22dBGRxH87X0zNd7cAH/21LkXMP7k7HLBeaWnNALmVDlBC7SAY+ZkSCCFtoapOaM9XrD9npBnl5QbouUtmlJoEBpaXn6cD7h8eEBf/zDV/zLH/+o6aGS+D7qPiTW5Z4gyQ8P5xPWp0f8onFtK/8SVQaFrDq/GmpjVG93Y3NvhRXX2wVpCNi2BSlZvD5gXRfZaeB2Q84bhiR9fkMKGKcBuWzClCWDOYOxiQYtN+SyoPIKBmMY3lDM7vg4t7a2OrmiSb7jNOH88IBPnz7j8ekJswZqh2nEMI54evoErozv35+xLJoidzphSIMTVrWGwUpGreLjgPdjQtI8XNI0LXMI9c3A3MZUD23soILpOWdMCi3Dx1GjMCh15+00aUeovZMEzB2D2lub7l5LObw9hCZ6DebvENQSoM6fg3TdeSGV2CQ+qFrcoa/dw8bbDc8Y2TS5nfSOR1PeWU/hw/niRAoqeM3LH3SOWRtUc5FKjrIsKLcbqobAwNWdVYbgp3HA6TTj8fEBnz497Wp8bfrylhECifNFM3pOpxkpdVt9lCInVzgSCWHf8b+GvSfX1lT6J68oJe+0oqWpigYsil60a0OKmj0nbWQZBYDamWVDrZtXe8VE96bbj487IajdJjmtAafTGY+PT/j06TO+fPkqsIKUgGIERXHgnNYN4zRhuN0wTzPOp7PbFGbotzQ8ajDLavmwz+SQPM0RFArGaUbJGcsiGSXfv3/H6+srvn+X+JKnBAp9OMMBWvFPUG+kESncYCdAYJfaqJW6gmmliGNHgT5nd691VEtWN/bQ57n2sIm5fzderOCqAsTizd095V35jwRm+nNjb4W6oeqCoo1293mnMftfGxOKvdraf+y4nSSnyppwAQSKet8iyd4v37/jepWGbS+XC/7x8z9xfb1guS0eSrP2MhanrpV9y43r5YppGnF+ODf7uVrnQRFOIpxbpzsTYuxr2AShpTP2/vEYW2qeRASCQ2xrsXK9XvD6+oLr9YLbIrFXPvwvpog0JNRbxZZXLOsN6Rrw8HAGQwrUPSPqneMHzNm2AwghYJ5PeHr6hE+fxM2dkjZ1ogCOCSExpvmEvGVJAFB398PpAdM4u81q3jizaVltFGNQoHnvSK3rOCRQrLJfCAVcrxds24pffvkFz8/PeHl5we12a8nz3XPs82Wp963sCRTQRmHQsjMtn7ICa7M50NGw03gjbis/stJ3T6eTB20/6x033cGGlKm4tL/HnIAxZ7P7gH2M1dWrPe/xfr39+Y4Yt3Eztw4Lpkl8joNAWKoVrNqKgpCXbG4lzFkBXJYF47fveL5ccHl9xXpbZJ6qpGwGLUSYxkk3cFrw/P0Z3799w9OnJ5xO0vPIUkdrDPrc8NLEtokVu0/IR0udQuD9fIYYMY6S0G5obNMmZxLTF+Z8eXnWDvo3TNOIVlwgQisNSZiWC3JesSxXEDHW7QnM2lx9W/Z2/+H4YSiFIYRlZVnLsuJ2vekehhHruspegyFIH1nVaFvOyFkS1601iWX17CGdPJBAs5aCFy1j3/b+sJaY24a8rXh9fcWy3PD6elHsn73Ux7ufa2vPNERPZDck5g2WWMISlTVgrF3IiaCMGXaQaEfApoGMQc1+9Bhmr5H0u93v9wtDSjhHzWwJ8l49oZ9bx727C8x75nRHze5+nRH7zpjaM9szvb2V/c6351Dhso//NgM4bxuYFqzLIvuH5s13UoMK6G3dsC4LLq+vADO+ffuGf/78sySVn8URZHmu1prV2uBYZppreKKuhYjGkndONHm3IvY+n5ZIzLtcCjYt2n99fcW3b9+wbiuW5ebZcm29zGNrocLqbXqs73Ot0BS/38qcmqBuaVGX6w0vz68Y0uDZ/5JaNyGwGOCXywXX6xXLTZj0er3i5eUFwzAoTt92ULNWcSDI/bRtCUmWSYgJiBG1Fmy258f1inVd8fPP/1Sj/Ip1lQ4INqFJPX/btkmT4SkipageX+vU0AhdGgTLAkmAnkBBkvID4O0WW/hgr3X5yIjWX5Y1Ie5g171NtO5gcz//jRM7ANnso8L1Da94I3Bf9NbfqIV8mtuoh65HJmdG71Ruz3BP21cGc4aZwv0pwWxhfY51WVHXjMvthuvlivW2SL/gUsBFyv2W2w2X1wvAwOX1gr/+9a/4+9//jtvtinGSjvulZIWewgiXi3RmYHUY7uKc0qbe29T0fW8BNXmUMW1zW3MC5ZLBBIRFzvvnP/+Jf//3f8eWxfNq9xKFLAKqZQIJHUhLF/ZMppwlLv+bM4Qsd1NqGhl5W3G7XbDcRqyL7mydi7i2B/EWrrcrtvWGvC3IecG63nC7XXC7TbheX7EuN0i3eM3b1P1XwM1lLftKbghgVBIJc3l9Qc4bXl9eZbes5Yq8Lqhl02JeJbaq3fwqI5o5xBWohMCaHcOt4FiIBzumcNEPuD0KQJtomYOoEakzZachjy8PwPSQ9I0TYs+QNpJ+VKZBTTN6cxNTao6J9YMu59cAgKETUv9ylwvk3wENLLQZUXZWu525KZ6+tYjt/mVjMcQCbv2SgIpQChKARIR5TNg2oJaMCGleva0L1ijJC9u2IOcNWUMR5pixOs4QAtZtxZY3FBYnDAVu3RVpb1ZIeFCqp4Jvnyc0ybWgloxtXUDEGPIAgGFRmXW9YV2uunGzOHpKWaVMkjPABVzFUytH8JdozIKSbbOs36g5IyTTR5oeEK4vv+AfZQHxgpQKbpcrfvnnL5imEZfv/5sUzWoi+uvLz7i8PONbKKjlilIuYJZdxHJZwHUF1xVVg7RgRikS/1nXK16uz7D+oLfbBf/421+wbRuutytKLpKqlbMG1GsXBiEgC02OSmBh20BFehklZa6d44RIi5+hwqiLkXLL8BCCZkRU15jMfdeBfcYOEe8Y15UnGkqA3+Zty4oeKu20mmrCygFgtbdMNhgLk+lF1a4Et7ddWyvOtdS1Fnw3xlTkQNQUsTE3U/fMkA1rtVyQUYBKsFaqBJmjoNswGLOmknFW+yx8fsSyrvjHLwuYK7bLMy51w3p9QUgRr6+vyEWE/fX6CoZoHgqSTkeB8O35G67XK9btigpJoh+iJDaUqruWVamCCSThuZQCYgrI3vUxYF0vCJHx7ZtkJ4UglVQ1i5Pp5fmfeP7+s8xRIGzLK9bbs5SVlYxaFpR8RclXgANCmBBCAlFE3oCX55to3fV/gTn38Twobhb3cl5XrMuC6/WCWjKuV7FBt02YLedNW/eLpJONcmRfyJz7HZqbZrGA7ZY3bxjNDNyWq5fpWGA6616MPlb0uq4jRPMG16rMzv4D1xC9CjCmcM2l+aZkfVPf4DzsNOZRM3K73+7ze/PdMeiRMXda1i6nn7cSr+7ahCaB9P72HEEbXrPbRHzn3ZxMLbXvbuKC2ZIuzNqNmf0kX5u+06A0FhNklkJEiQGRpBNDLQVFi6+jbmdhe/UU3WQplwyqJGaN2py5ZDddWttWW4fqyyyN0O2d1AchmrNoyGdZbgBXrMtJa4ZT09hFTL3AhJI3rMsNIepOBBpiaT2arXm4tBL17h1mZ79zfMic1l/WJKr9fX294GV6xsvrK7798oskC0yj2HUqga4XYShrL2kxJ9vo9fL66nmFvfG+riu+ffuGP//5zyi5OLNfLy8e6/LGw2ghl2iSu6PJXQocANt7pCFMZTpoMjuzKCKQe22ZzEGkMTGwwOQfHDumumemveOp/TWH52MyZG8R3GHOdw6r8iEixDc25l7TA03IhR2n39Hq2uW+b0bWVDYrpLUfW2yzmU0pBBSKGKJ08FuXG0rZMM4zhpSQtxVlUyfR5QLA4vDsTqDX11es2wouGSlqTbHWVcpuYJDue1Fyt0MUX0RQZyaXirxm3MIN27piuV0wDAOWZZF4/XlGDAHXy0ViruKUwfO3b/jLn//iiSA5Z6zXBTXXtrmz+W1eX/H8/RklZ1yul+YjuHP8wFvbwTlqzZGMSbIWyIqnbEWt0Zmw7/9p9Z4Wh7QBH22unkGvV9mNer3dUGtR47nuf6fvIQS3KdzF0dGSaRkye00/dG1IraObazjiu7zT2ui/zwTmhe6GuPu3D+0AYz8+VJN1TEG8//ve+5urkIJ/9U62z3qB0jZFNmeSdbR7T7O/8er6XHZIQ//pNqibEk1oWMtP6dgPcCmoVvbHDNbiB+ruXbQXct422Rlbe+3aTmAeX6Y9rLfQWo8KuNPSYksW3K5X1CJeVlNAMkYxqcxRKcwJtUPL3muv47XNn0VRlXfXCfgBc45JCpGTltWMKUpXOoIynRnEhGVZkZJ0sJaJbIsbY0TJGS/qVQUDy7p0dpwsLJeCmjOW6xXP377Jfh23W0cs3GozO4EBowuCO0vA0tPV0t8C4P1TCdC0PEtzI9dk1RavSusLT4uz+0EW5CO+YlahCuCuYPxVWtOIm/wi4hH1x2u9f3CfOY+fOVF226gDzea082ptuzPb72wvHNtD9J59zNhvAYjQjIAKWV/TNoAW1xtSIelC/3g+IeeC67aibgU8yrmRCEOQNSlalB1iQEXFer3IHi+L7P06RukvW0krkgBJkoF2TKwsqX8g30tmK1nMJO2OUWvB9XXBGlfZL2ccUdU7XLYNiYIm00eACctNtpI0ptuWFXXbEAAMwepWBemUTaB3NJPhneNjh5BmWfRd96LWxZmniXUxBINLL+KjRgwhYCttL8xAdLeOzQgkawaQJbEDEs3oH8XsJQfzrjlt7d0yUwJpf/uHx6Nn9s7O7Men7Zn7H/kFXWM6fLs3q80JtTtPPnzLs71dh9ajpsFl3sF0ez++PGQQmm/a5tB7rHq65lvmrKTbxFO7Vv/OLCZAvwmRMZ0jDYO/3YoQxAZOJLHpaZC2NMu2CmxVhCCxb3HccS1g7UmFyrKxUs4OYRGDt53h/t2enFlbcbZnqaZd2bQuZMf1ErCtK8CMIcmO5lx0LtCysvIm9GxdOWrW3sgsJpdlDkFRgdHqb058N9vEere2vyWNaRwTTqeT1k4CQEVl8jQ8rvIQKUaUoh3RSJo2SX+VgBKCJxgcVbzELKUDAqh1qjOCcK8ji1apVB0ymb1JLE3GpHvrPm2vP4yp1fkJhkCiY+tC5z1nqO67RonvHr4Yu/N6OO3/0fP769+xEev+u/cYtP2mwnZjsfEk3S28nddsT0Oodm4Qt6+XklmLlaqN1qpqWfNbMxjZNjlSmrB81Arp6M6AMBszpnFCignLKvHwFMh3UYsk8cdI1nEhopBAYdsrmJnBuWjPMvb0SYOYW5Zuf8u6SNdG8RoKDSs91k2qZwZNA5yskooiAhOGKN0bLWlhGidMaWyw25AKw4v7rfn0GBMii2gKh7TM4/GrmLNnzAaLJE1uniY/R1d/Z7dY/1dLRidl1qo9fKLmRfaJxTvCsTQsJRr7fBe8VyhrCQSAue/JteHO3kT7mf/TiFA3P+pt0R187n/WEW5vY/Y81P/2vpQ8crhpo3cV727M9+DrR9B2dz/VKim+1z/VGHQ/kt5J6I6yItswWLf9aragYXBlFNZNdysLEVuPXGj51DQMKDFiTBHgKhtHARgUqqYovYqsDjRAGLiSalU1fXYRCmVM81nUWnF9vWi2msyDJR6UlBR+M1KQ+w26FWSkgICAFGTbkKg28jSMGNMgtcSkTWp0LwepDW6tc1KInpTBFH67zdkv8HFzl6SJyQ8PD3KhZF3VW+dxmwxvQQ94dTtXxpCkhQh1moP6lxEfrEt2YxTb+Mh3d+pUItl/jcJZeY57hefqQD9sROuMdpgLuvPHm/BCf8oO9t1RtbjDMN0NiN5qy94hQzoHRyFyfG/CoTGWMZfZ7sejad3if/dj6Ks6iAg1Z9StdA4YOJSzsIntyULMkjhiYwuyiI6KABHKtXpTb8vgicqcppFgGWFqU3KtsB8ZbPQOEw1Ri9Yilv06VdHYznR5ywqjA2KwbpOpzTvEXvakDL+uNYiTnfNY3yuqMPgwSK9kNQOqm1/3jx8yJ9A6v9uCWaNmaz9pi1jVEdRiUsKc67pKR3dIzuyo9XbDMIp3DQK3iK1FhS2USm5tUdITGJvJaS8jRjTmZv0Bc0tWN8Z1BtYJUvKVc6lr22GHMaxe/D2vaE/ox3/32vWHavHOcdTCRALDRes3hrRx7RlK3o+bCZFBLnvMDgqb7fmeAOqFT90yWAvi+8djS0Rg6zqhoSgtFVNjVexHI3tmDDHChDGxdnHU/samOaOOe0gJqBVXnVxLMmmtTxhbr8GZ22+HQa6ZbCcBCSGmmDDME4aUMMQBKSRAq0kkOSNo8zLsNIQ4uaKcH4BIGZUCxmHAPM2Y0tBsUEslfef4Qfpep87kA3l4tPhi0Fo4aaIlO0FxbNueS+gkq5PAtB8UKkNbQzaG8vt2GtsY3YjLiKgbldqee+1k2xGK/dg5YkSew1m5F14OX5299/AXjnzvMMBRQ+4ufGeC35eax3Ps8VoiBUN3czjYlEdoW9syEt7AUYOkQHMMWRjMzA2Dz3aNu0epgF6HVevbwjKJY6iZR916+xLIhU3zBpK9UM2REwMhRdlbJ4aw24oxEqF4MgE8JGMbDoEIMWcQgKqEZ07OYZD4fLANtNSutu4MxtzMkhgh9Nj8F017chcBIEd+QW3LISbpi5WSh3nAeFOM0B8/YE7/j7xzBWB2pOy2NAzSonJbNy1KlcBy1K4GtWTkdYHH1yBBZ9sfM0bZVl2297MFUxidZYtzZvbCbyEQWbCgi9fTS78ZEGvSc+XSJkwn36oUjOp7O1IEIjeO6CAwQwX+HVusD7kcxM29if0Vxx4WW8aLwV0JBbR79+92j6MA6bWmoZ7FYsh95Y/aZtaXp2nJ+3ZtgPSydXtUr49AunGRrjMRciAUAiqbgIRW2LAyOCMpbVS9xxCj7EsSZMu9ECzlkjHEANQoNiABg/a0leqSAXFbUTX2WGtBqIygTcFOp5O0NtEuBxIeLILwkmz/aBttresq11C0RwpjjWbB0glSoLz01kghgiJwnmY8ns+ScK+mFNX7iMSOX7UFYE8AfWKBe2/1xW7DmHOhaUBZ2AZBDbKYy9sIrnl6W3rfXUh1/KDnrt6GZO60oGlNO70RhzOpvu+14F5LO/kfhuW8jL3dd+/cw2X19z/WpP11Tdwdx9BucF+7HxtYeSw3BPduv0EoO1Njz6TMQAQjHq4fovRCMjqpO6NCruVplY71DZn1fQs7O1k3rrX9Ne1JBRC34nh3wCSJFLjA7OZ8FxIyRdQtsN3vSGwhtBh4iwFrBYoV66OF9myvWdt9ANSax3204j/oIaSlWFEkn0lRyXG9AjxhGkeX4MRaD6d43mKgVbf0JjXyDTZFIqQQvTNCKVJ9sG1S51er2SZvxyYacAdiITZjg3qmRbljRUBhFkQoWGqewXWy2snesdLdl6lfVOxHwD1zvC8RG7w+fnpvqd7CZmcqCOEDuC/AOhu1/6yZJMKATcskKbc6ZHj116fuOv0YI4RBd150xa+kaZWFKwoYtElBBdeCUjYQB1idZc/QsieLXC9pd4K2J6Z4CqRiVxFdFOg76LNIWqlsASIpf2JHy8a4wR1bVhJpz1lK2ZUf9nXCDfa2R0wpYdBQijmIaqma4geFtRKSEW8yowRGit3O7HeOX7UFoFtonR1oi2c2nSzcHe9f52Awj5m1pPBYpNmnLI4feZU3Uv8e8e5DBL2O7LXl/tw7SmsHX/sEBLKv7DT0IZn9lY7McI85bJ7k+/2n98b65rfvaNfj5zutcPj8GIrqs6BMg1o3vGP20JE57V00J7v9qJjHJJEorcoHAQaHg218NhXUnFXUZTUpw2J3iaal7HuJW0aH2HZNYL/2R3Ogf2YdEWyreWdSdVqaQ8fHBTRhD7Qx6RzbnHKQ8UZ1er13/DC31hZAbigeppw3rItsPltK7lYMCFH3tQxNMon3S/rLFJKyGpTq3fOi9sOtpWCtUiFvexm651QX2DScBbx7eGfnW6DcmMBySF1QdM/oy1zFOvd+dqaB78xJdanZCPRe+OL4fX80Ij/o/w+cO/5bu66feOe7AwP23x9flgkWOjjrz9o5iczsAKSdh/02hACqGaR1uRb6sq3Xi3p8qQSEWpG2iJQDKovTJsSAMGgzaNW21hspxuDdHaNqUahTzLJ6iobrbD6tPU4aBgzTiK0U6WQYdP9P2C7rcm+mlnZXapVsn0BYs2wrP47S3dFacdrcb9uKTXsLmYALNSIEzZ6r7JtlDboFRfOGV8zTeIfC2vGrmHPvZLDQhlSYVK7OBI6vzSNH5FuGVyIwddkaHaE0z65k+VjifCOWt7i/G+RbZjMb4s1v9sy5160Ki9Fg7L1psySgI8T8aP58bNRf+X0NeI9B317DnuAtQr7HgD/6vmc0E6y9j6Htytwqifruh6gbqOb2G65AFu8rqrwHrmo/Hl9BC57JBZ8d/Z6pRlM2g1B7dx+Db0LGuzJGsx1V0BNUG3apjCxOx1IKsjuPrM61dXfs55JrRQnbTlg2ZyA7AuudcL6mHID4cXXTxzanVpyYVIhxVG0ou3wNY+udAt3t2Zr6JnUZl5xxKwXzNEnrkUCYJtnDMQZLohdmTFG+tx4yMYjUBAWwEQwA7mBYfzCrNDVPJYmP1vMqGe4gOvJvW+wWW7Njr6maoDhCux8xah+LNThn+5b+CJZ+5NX76Hc/+u4YGz3amb0p04/DPjOtKxpNkNKWs2wXrwkpFCR2aVIkxIg4JEwxIOnu10WDk1Ht074BC/drCgZYN9zVvjzLesO6br7tXq3SUIzJnDrKFJANmWutur09wHkDCjkz7pJmlPbTIAkEvVAnIklgSG1bCaG/gsIFW87Y8iahk56pZZrUQTS8r3Two761OkB7N3wN8E6yNFRL0vcHTXrZeaP3eukMa6XzWnXxo2ZuqOsa0Zoqdx7V0KU87WzBt9rGoC6IdmMUDXog4F4D67/9V9zNoTYntuPXMGZ/9MLMR877bBu73ns2a/fQu+M9YXGE2P1Yjn+/jZPeSwG8JyxMM7F2P68e/kqdNrYxmE2YIHWZrL1cYWmeaM1TWH0V+geYIExQpOg5ewG/am7rrUTNZsUBCdh5UJO3T/43mjVb18ZqfpPeVg/aTM68s32rnWMYSmcJIHF8peHjSOYPcmvDjkh6CWpNoL3/bNfJ3DSn7Yxda0VMEafTCfMkic1b3bBu0pUP6hw6Qiq7n7n40RGrS1PaM5G9k86Ew1hTlR0b23f2euPYVuHRfypj4h0z3WOsX3sYFPMbHo571+pDU3Rn3P0cvceMPePa+T0D3WNOAK2LnU6M9WSC9t7JpbjmzJ32MacMBbUxq22DQEAgJK2Dt300M1cEZk+MryxJDhbmCSFiSO2Z+udMKWGcpl17TLt3TNH3huH++Qw+qw1MgaSXlcLcUEJzZKr2s7i++0G4mQBF7Vd3ihFatlR3349I5Vcxpx21C5pSJ5WIyFfNML8xp0mPFKWCZRxGqVLJWVttLl69YumAvb1jDh+XUL3mCQpMRRkq1TSG2hFnr2X1Z0fmbIj1Y3haGbB2jEZ8dvwaW/RwxTYmtLk9Hkct6N7uD8b55vxOuL3H9EeH0E5DOjQjf1lnCNbY9Fay1EYqkZqWlCUSRnT7y8dAYIVRISlJFkmO56r5uuqPMBtUKj1ot1eMPJ90OxhHM8EstV69uClpEziNRXa2oZgzysDOnFm2wgxBW3fqo4cGkdsaClroGZTBQBDGtHHs1/59OvlVnRDuqXw9wd9lEaUDdzVm23XdJgTd+8PaRqzrim3dYJsjHSV3D5kNah5tHiemzrtqCe7hSIBuNDSYJPaNEiu36hXL4uh/6FOp5Ws2BfbsWrTkRPKeHQmoFL2LWO0uWq+IdxiTyIVQg+Rs/z8Io7c3usucgJbWAQB1z9ViwXZt9oJzfVYTFqS7zhBsZl0ryZhbY3HW3xO3WHYtwkyWPsiVfbsDVAAdYwcVsENKqCoImLVFahcKagyKJvz1icWpKZU05FCEmvDuecAdRBDtC/Y5kF60Ml8m8m2ddimTaOz4IwH+qzKELEibszbZLW/jX70EqbV4D9A+hpbSAAoBOUuK2PW64HqTkIltTGTnWxWLUv8bu6dyRUBoDLqzPxvUI2C3d2Z3Qme7sndOZ5s03pmW3bXVSOmJ1u9kCQw/1qAmBPajtr8rvN9sb68cNKA8sGSAJAAAIABJREFUk0I2tiuw21H9Gv4aBg2QtLO331lWTzMN/BvWGB6xaDNlPmkobdpRuigG4SYEiiCtva3dajGzNuhS2xBQ+5Eld5cBSp2nWPv/TOMIMGNQJTBOI2KKqFvFljdk9TQbnVW9T2XNl9WZM3uQNBGi91SHELTdJYPZPK/GfA09ya6DVW3Pss/R3c39/ypz9ppLLgnDfnJhWaxWqWHh57Z7WE9g4lYXJraWgDb4IzzkWlu3A104S4QworiXLOBAj/yHSiCNCKj/3DAuHT7z7/YKTuDsh3Paxusnyj12nxG92d3KFqz9++0ism5Tb3PdX6NJ+qaZSWsGWwXO/jBnCbD3bLb79e8VpTRmt7mX7C+Jb0N9BwzRLq71sRcQ/brZ9RvI08A/s8SybZwmqKvu6F0lad8gJIgOc/U2ddHNpCApg7sEDBN0Zq7EthFuCISKAOLqn4Fa7FXivvC//RVa+mIgB/e7dX7v+HGGEMTes5xZ20DXXK3iELB0OFbigScYNO0poRnrL2t7YqRhwDxO2lZz852rK/CGORkVJNtUg0ESUtHcTNd4MELsHUHvqkH/hwTXCRzk3HvOlLbK2C3A+xc2puyhact4MUFy1Gp23Ubsb4lOh3GXOf0cVoHYSdB7GjSkuCPsHZPrv82cWZZlB/cM8dA0YohBTZQBRMW7q7MKZfeiYi87rSk+1Io2eSGkJHab9s4XrVoKUISGlnXF7XbzDnkRaPnZ3Vz0dmkAgJSE+buCCp8PRX3jkDCOtot2Ur3STDBrrWl29bZt2NYbShSmtYZgaUjee8ueXLzA79GPHD+2Obu/33huuTltjCBJF9UkqP3OGICDbWJE7s1Nut9iv8VbG4StIBR+mrS1hAJNHGiKDtT/h7lLZm+Q1S8uXA03VsGuTPd0bOGX9+dqD2X32vLI7Gba9Izbz7F91qet3btf6P6+9x6cYZ3a32gTY869ibK/Vt91sSd8G5c4QrrPnNHteqRdD1oSCty2NkHVTbC9cYP/3ji7CpM7LC3NHrR77hFJmzsfe3Ad7aDJElDuoRg7t4eSpg17jWwmWC8o3ZY9HO8Ldzk+ZE6zNflAlVZWtK4rbrdFYjZRewQxYHG7nYNHdxoOIWCaJqSU8NNPP6ltKVRqi0+mXzmIZ7QCLCpTFsVgR3Bfm8A8ZUhLOuh5UCanq5aBwWBbGHKtTySd+qhfEBUSXEm6mx8w4ht78A5DynkKi3XBGpruJLvOm8F92Q/kraZuRenvH03Lvt10Qr8ABUmdM8azkjHu1sQ2i3p5eemycUg88OOIFAg5dpCYgVqEqTfdTNc7VpgQJUIKybcVBCDF49C6TmgIpbZrcq4owZIcxKlY1g1lK8BgxQ6NKY5+jOv16hqfNOFFbqQ9r3TH6rbHq4h/s+3Zrs9FB6vnFdnCYVlvWNYr1uWGbZVWsNYTudbcrWHbj/a944e7jO1+28Eel6QlI8Jgr5sFh+s0LQtuXf2mafL+nqyOHZOinkCgyq3XbDZprJ8dzEobLN5+sU80cMbotK/dkLvLuK+Gu3MaMAPs9x9oyjdHdx0/jfZMenztkcivY87+hu3sffI+BUK/ZL2H0nsUZ8nGMdPDxjCO466CZQeNNb+0ZIW44e2zKYbwHdNsvUwL4Q492XaKtbRsJur9HN06SL1lC82Z0AkhILCFRw6aDh0ZOfF1g2CLHFgSg4SCvHmZ9UnyGCj5Pfpr/Oj4IXNKSKjBWUnPKliWFUQBt9tN7EpAbD8CoJ3ViSK2nHG9XjGNE3LOGHWL+HEcPYNouYpUlqr0rD1i3kK5/dju2BP9pN77jT0Ud7wBZVnTjMC72JVggqYYSYknOMgCVIVore1GG+ubBlo7wdENnKp/3sPMEMKO+IG3Drv3bE+zP5tgshifCVMJJ1gx8bKsrj3tZZrzcr2iVtnFKwbZ6TylJG1kahN/NVdsizZlvt2EUDW7qve2ppRMz8mcmv8CVfJsKwO5egMwa3UTOICS9Oj5/PgZpRbM55OYSMPo62nzt60rlusNz9+/o5aKSZMUDIKzNhIABukWX2U36lql2FoEgnh9s/Y/KgTkTnAuy4JtWbBtK8BVwzMMa29SzWkF9RXUsqOT4/GreggBTf2yPmy2NvO2gWllgZkmhSALYXm4lk3B3GJN4ziKdN5EmnmiMpE3Lzb4997R2wrvMZXrOW5h4CYjgV3IsZdovQbsMHI7RbuIHyCua6YOvvXv7Vad7bf7V4uVoZP6IfSw/P61TJP073tmhTOnOVgsqX3RbRZlP9U9c9oeNeuyiFAgAlsJlF632ZIAF/bO/tbh3JA1p+SJCTUc1pmbPd60pzgdERqqAknLTLAgsForpnGWDWtD7J5Vfm/1leuy7pIjnEF1vjnafFXNCDpoVku4KEXSCKmZIq3Tu25DT31cs/lnmta1Vbh/fMiczf4JOJY2NUJSwOSJ6coAFvthySwqGtu0LbxtUuSlgenQJquPU0r/pPdgwFtCFQm8/9js5vf4/D2t2yC2zYnd86Oj04bvXPg46p655N8FJZe9A6K/ut2Cm3bsGc2gZl9N4h7Y6qQoMT+FeiZss2583MNVt0FrywM+pluW3O61ravvKXI1zdkRstVcxiF13Q0ChmmS6w7i8SxRbU5pVivVJQo6oqaQnk8nMAPDJPuf5BBQdE6rloL1WtTs6lKKeHhjRL8dvTmZRCgIGo+BBAaD3CFlcy6tXwlDCjifZgwxoHz9gpIzTtPUElpcSDJqCe6Dee/4IXP2DPT2eyUZkxIknbIdphA5MXg5jtoubpR317cynx0xMuANK97hrKPD6i2/6gdvjOj+Rrt/7J6xzzT6Vcz55px73Lkfy9HLKv/OO8Y7vsSWEY11ZCLrPO5pZGzncOuBBIHG3qW8Wu1mY+odEsK+5nNnOxpR6z3XdcVyW1zr1o6p7ZA6TY0lJumuF2MEUkKiQeghRNTI8EZTei+/FhHmadbrJVC0rguqMWu3PURnS1sozzPTdJnMlvV9TmA9rwBozLja9Q3dMCsDS0JECgFcnoT5h9H7DHHX7f4Y7rl3fOytrQVBJao+HWTX3ugOHlP/pUqPUcnGaKU3IbTsH2boZqcLUimwUil3Tdwh1ncR7Q9o/9ccTbF1GvUAQY8OGpEWcvOjg2Z37R0hmp4C7unuPUO+LXDuPad9KqWYM5Jf2pc8mWawv3ctR9SPAPnp7vo27j6H2gTfsTHYHhKK8N02qRIxdGR2qm1CZfuSmI1rSeYhBMQhIsYkZs8gO4FFJBVCtl6hhe+4JSc4g1mLE+z30ulzvedpQta9fyycJ7F4FcQeYbBtCIvny9pa2qa5KhkRaHB6mMYRNUUthWSkOEi7V61xhiId11ofEO/HzFkKiKprOmHO6Atusa1qvWqJvKZO9uWUvNlJK1GYZVff6+2qTXwHT1DopfDec/a+xvyNPLm7wN6H2RZ89wLtFs0Mo+N5wJEp28EenHm/b0zvIe2hlzlq3jBaZaBIuCHrRsLGCP2ubEfmtJCRMacJgdTVHlJn84cQHOX0ySV+PqBdLIoy5g3ruuJyuWhfqM1tdyLZxn0Hj6MyZ0rYanGH4SiT0pk5BCitoYqtH2P0mkmooA+uZNuaWBHG6XTaCaPRmbPzmsuCoejWfYYI3HYsypy6hSHH1qA7ThMAxmmeRfCtklUl89rIB5XFIfRbYS3X4p4sZmsCTEAt4JJBtWIIQCLAeqtJBzZ96BhQPj3JvirDiHmatC1FAoWIXAuo1lZ5zqyxJ5PicEcP6do0W5TV9uiZq7M1OwfOPSjr16H2d2NMvHmJF9U3Umm/YCOCTif2Y/B36v5mr1sETFs1x02tVR0YChNVehfrr1SrdxgAS5VMVcdRi8qJSSG1soxiNbMdc/JhWnqh6EnrkKwvoQG9h+WbEvkmP5GByORCed02ZA+3aW6rYEMR6uZcARA4IKAi1IoSgJQzxusrtpJBameSnmP1ks6wLETOTgDkmyXVvPnLeifHEJVgZb3SIHm4Bmt1IgAilMrIpWBZNwCEpAzMtbRNgAGgVJRt2zmyXKiTYmJmcFFHU6ko1DrLv3d8zJw5C3NWC7gWgUVlRV0ZNA+YY0CMQIJ2GgsAEHCeTqAQ8PnTJ4Ui7HCpqLF90wkr6wbbP4OCdP7sGY+oxUbN/iHuJgIHpnScrBouqvu6c2ABHWNS31IROqk2yQ3GMmwzJRLvIUyzhnZduze/5UkXndQEgT2TvTdtZ72AK9bVSrCyz6E7d+xl4lGlif1dGMjV7EjzENpzN83St9DYhadUG9VCqiEzChjbumgv2CzaFAEJwWHstm1YVPNvCrWtVYjViIiQ0d3JN/kuLFfEGLCxOGvODydJZI8BoZIXKMg+JAGEKj2patF8V7T9WJYV+XrDdrtiu11RioSAEghxGGAdIUmTFMwbC67gQFhzAdOGl5dXbMOKeZRdDljNPSuoQC5YLxdBFkGiDcM4ip2qObklZxdSbpZ8xHz41aEUpTZ7c6dPzwndYhvRkjaOJnLiEELUrCNLwwpK7AZr/ZZN671xmHTw16VPZ4daUoB/ftS8TnydpDPxSe1z+7c/I7+9hj2zfbY38u8vwfF5msOmadCeiRoDqSuHTaPJOX3WjoWsrJY2aGqkZcp85Iiwa/Tv/cscO/ZukJhIdpvsC43r4WUhEGdOtT1ZbizzqQrbWuSsawII2uirddGz9phW9C+ta2QN5f62Oa14ao2nJSlfmMjabPYLvCsQ0M9rKbIbXgmuDKxXlm2tYAnC4pUmp13S82p/j24uPzp+yJxNugNtPQ19S1qyGOAW0N0vtHTjSyCqILI4Z8/oFasucsm6nQNr4P3/I+1d1+TGcWzRBZKSIi+2q3r2zOz9zezzFOf93+b0j75W2864SCJxfuBCUBGZ9lSpOyuckRESRREEsAAsEHle7G6ZIAG4iIvHWvy5HA52yv09iY/QBdM0R/Lnn/p5KAgik1dbPAKN7PWofeIxhjbkfqKvaQvetDgjgzlh9FfNEA8WRTivAUKWTGDplhGgMd/rUS7t8V7MNzU/GOjFDSklMGUw5a459ZoxH9cyhGQps4Zymj2UPk8NuF7Eb113acqci6TVkSK7KQkrnqWDClAlwMtt33Ezja3ATZkKqDGQZKXkIhy4xvbnG5bORyLxZUtO2PYNzFW43EvGaS6YtLPYPE3Ytw3X61k6q+2bjm1WTSohyDiHNscPc8nD8cNQyvC77xu2ymyh9eC+/4n9A8PO6+d1pagkwS12i9bPq/nHYeH0scTFdHTt4mhG7RlBHsCswIMQubnbtWj8+6AxP/AZjkdc9I800ujz6bkTkJHGufPXBHpHOC2jyNDV+L24ETzSpFH7x/EeNWkMUzQS7RA1JR/Pr1rRNCfD7tee3mjaJ06gFWgtozQhJKeckMFetpVz1gXPkL49uFtrSc1NhuXeIizWceUO31e/En6+QUN5rLY1SWqIpHA/sxY+CqMAP+psnYreXCfzjcnstVWJYZWq7dJ6UNr4U7a9AnwTn7NacarsgJNSUligP06MTY5dy3d3mxjYIgqPlkYB6DNB7qeo1epontH6u+YUw8ZjmzEJwc7KGIUyLtzjA4h/P7736AdxLMdc2rv4Ykai7OvlkeCY9rKyqlVbttuuHTX13QYYzOljbe5xzK017KqxY+qfm7cWNlDLtacPik9PqWdCAcBWNyABZRVqy2kSxvecM6a5IOcEC+sVXUfTlJBzwUQEzgm5SblWnio4FfH5rhJzrSx+qbH/23zVuqNuK1rOKJnApeD5NGuvziLtBlvDtklbP/Mzp2kazH7bENdtc3ICI0qPz/Sj4wea874j1THkYaid1WCaX+OLhJuDQa1ajil5F2J50v3n6G/FI96Y73emLnEwx8Y78Xc4SDeN/1ABHCORo/k6XO44uvH8h3McBfi4uO80JkahNCEZn0FGonJ3vqitzC+MGs0Wc6S1PArd/9RKkO+NvnOL98hm0djJHkwWS8aSIE/i3+8EJI4JDIy0A0AOqaNtyDhLBiqKWYTCwDQVgAiJVuFQ9vGNwmnJAY3M1+zgnfmZzhXkpHZSbG2E24OMtB6qivP4h4XT7OZpliSCaZoxFe0unCXbf9uktZrFrQAV0CbdhdtesW27xkNZdxWN+6hJ0+OmYQfXB2WAwb1Zmxx4smcdJ8UezL2Qjr8PIZTwFzazW//R9agtsVi3+fFhpttRq8d/26YW/xYX21E4AfHzU5oGYYwmqpm3zOwaprXmRQdRa8ZMojimY9la7Btiwf2cM0hgYQV6eOCd9ZQ7my3q5xdfE47kJnX6pWcKnIrEmOGdWQCmafumYPNWcgFRER+wNaRcBZAhjcFvO67rTdBrTUslHYfVhlZmXK9XcJvcUrKkiW3dUPdNeYuAnAkLzT6PNvf7XrHtG7Ztd+Z3ew4R53jv+NistQeRekaItf6zXNvWKmpLd7QituhbbVoy1IXTFmoNzWRk17LF1cfQ3rHLZTL7xD5SZyQf9N8Zj/3m/plouB7O0y8McsflUb3m/UYSDxPUR+DRUXCPdZ3HB5pSUbN29Aflb93njL6nM7RDG8emscj9eI5HZu3R3M05e0wc6D7lOGd9E2025UEYzcXItnBLz7+VXFwVYFg9bMA1Bo0sEQJh5mNQEwCoNI0ba8/Rfduw1+bWoTB8JEmfYkGSt61Jcj3MHUPXnJoJR+DOjRuep/392L0g5+yb46Mi+nj8VDuGWmUfzGmXwWj9ZlNTBgwNFicfqD1kYX5PGghvQdv1BOK6q/3PI8tBhJotY8XjcTBX8pEZC/8MmLWM7d4sixoz/ojwHPmT+nfesWvDWMe/38vqe2DAuPiPZufRr2UzATGak4YE2ms9+DqReC2auoaqRlAp/hwFMr5yViMjjRsPpYQcpoOoxyopCr11E5uKpvNpCl/OHr9E3BQTIc9FNdGkEQFlcbcQnSdeNKfH4SpxUYslJ41zJiMgg6Li3CBcvGpV6Odzkk4FKAVTkfJHT5fUbK6uZMScTwGPOaZB/iHhlF1AtNmuwmlJvu5ngAbBjOZeyQWUSX3OEMNjdpJebytvWfMB4Ii0+CbU0Wx9KEH9BoKjGH4/HPbc7U9kvifdCxpAD2XzI21J9OPP+LbwgRn76P4egUrHsEykMzVT1FHW1vN4vTmsZQA9GEckY4u9VbpwjqBVgm7cw+TKczMm9aiJyyxCOc1SYVKKCKcGXnweRTgPpjXp5xr3V/3p/Xiq58zutUqxiy4AStAOYiKbbdO6Tc1yMp80UUIuk7caNNCt7jtWBZwAM+GD9g+b27HI49HxQ0AoLhzfEQBl7s6eUGztu6dSHHmVshvNy+HmMUvzKVlNWW5NzQnu2isCJZS8ZGxY4GoiIsgfzETUNzhoTk+Zc7/UqPqDBrZN2uWhe5vv7QPvCV0Xyp/77KBxPthR3fQkghUAR6F69DqEOIIWPZqpdu6jYB41pgmEvTZUtDZ2CVAzYzTfTEva+smdXMyiAR4dCPMigtc3xpQTcjHtWtTVcrvL3SMx+SWJoZSs5V26qXDrqHywTEzjmSJIIG+Am1L2dWa5zNu2CWFAlRiv+fhmHcjYrQ5aXAhzJ3635hQS6L7IGjNq1dwbbc02zTPmZcbT00mhZjEgEhJqapoNxVBCT2fvBjNY6/941wJVE04DD0yI0SkwPJzAlgFkizT4OY27wAZT0M1YIsTmQaIle/YHKLzKk/A5GT3Yj7Thx8I1fDI8oJ/Rym7RNAEfIrATq1Hi67EZLjCGbCJ4FMflGk1NYfNTzW+yiqOGhMqjf2wCegdkaTKBJc8jfNbM26zE0zGMB7LeJdq1ehYe5DLZOqU+P+hgEaWEaSrYqrShL6Uil4SGPJjWwxyjW1DWub1kaaarJSdorUmI6nrD92/ftH2gNAY2poVUJu+zEgvXzb346PhhhlB0ulsVP7FzymRHotZ1kyrynEEg7CpwJpTQhF/TlOZfmttE/TLd5FXfjLr33/1SV5W2O2rMkwbP8e5+xLwJKG38Iw0v+pmI1h7n5rGAdrM+fuvHqK75oqyOfGuP/NdwTe6x4WOR9SOhjJ8B8K5GtXuIgJRpTBNOE0rTnLs+Z2tYe2yTEIVzQNnjxgSNqUcqUId3D2g62NsKtmYhDtV4biCRW1Ld7+vaOdGY36pPe7gG2/MPLpWQGFjGVCdGexRK8fPfYSj0x9L3ml9Mhry3iiBBqFsFMbCtG2YN0BYVTpvOTFnyD/cKXjf1L3dfq4lZWp4wgqnb3Kl305Sb9LFQrYgjCu1+JVzt9QCIfsVMlDC+o4C6YIaF9JFgfexHxsH1149N1k4xeX+T4/W4kXoDfFfHGYutjwJ4FM5YbG3jO6K7pgmenp4ccYxCu+UNe96w7Zuk1xmKifueO3eCGX6fSi/AhxH5M4bChqabPpOxQ0KRXckSQrJwntbnJNFSZRJNnUuFdZkmj7v3NWHPyniFjvSk1rBovVWsN60aqr2jmANoqeft9vrn7jb8aC38sJFRnzuJXdnuEIEHZzdoAuokSp1aMI9CQCCt6NDOIoSeQysnDtqjL2t5OPwY1Dn4mVHgonB1s9bn/6HqPKyZUTbpwJHr/x5PdlyMMdzRz/2BVgShc0KOf++/C53nUQN+9PMoJhrnO475EYAR6zkjINRyQ0s9ZDBoyoMPfTft4Zk6As16+/rMmdE5bHWo5uowC8eQuSueHMiyZpPd27BH3pvvozne14lZe4OFwR25JApRBI6FGAFf+WCO3zs+FM6Xl1e/OADs+4pad+eoNZu71Yq3UlBKxlJkR32aT5hKwUQZcynYGgBqaMToKXMy2SsTdlSsDGwazG5armY/hOSJ08MNHv6dgtE6mlHHTwO+THRnjh/5yLcUs4ulYBZAJJq0kM17k24b3ZGd7/6nbwB34RM/VwYhDxrykeaM5m58LwpnPGKigQF+xjUcNecgiDqH8zwLo95BO8SNyYTt6AMP8V7dYXOT9D1kaRMvuAXkYs14ZiU2Ok8yxmu9Yq1aoK6J73mftLBCq1WsnZ9e2/xqZkbJCa3uWFk087qtIAKmklC3gklj/ZkSSiJwLmhlGgAfn99tG4DQuMlZks97xw98Tts9+w0wZ5gL2NTeZ2s2Y7uJ3rSjXBBN2pKkVTVv2SCC0bT9dqIEi2JyMF91T+2rVX+1np1dSz64g2CVDr4tWPIqmdHn56D9gokzzkp3hQZLWlGECE4A0SfmsEnIt2JIY9Roh9t9YD4T5HwxZPIohHL8/QgORS151JgxnnlEaCP403JGzdXNOUNk47ibuicM0gorHq5PLL1RkLqAmnnKqaF59oJMHyf280TBdqtOG9hSyt1VYivYDqisW0r6XEjRZFUMrUrOrRCeA5mU+S9swn0j6oTjormlSD1iJj97fCic//rXv0AEzPOE7GzempbUKuZpwvws5TN/+vXfME8FhaQEdqKMRAmFMhIIpzLhuQifKDcaTIGtKlGxIrb7tmFfN7NDBZGbk2wS1m0qNYCzoLbU+cy9fwXIFa0Ljlsi8kSoMZCNqlDeS14yNmo/N801U8Xaz43H0csdTdWIJm5KF2mJ4vbjgXPEMrZjhypboLJ7SUH2OmjM6IMKF+2t01vqZy1z6NOnT5imCa+vr5jnGcuyuE9pJuzpdLrTnDGInlQgb9uKaZ7AYOSi12GJcb+d37BZb5N1dTqSaZrw8vKiSe2ikcvUi6BTSqAqvqQJPREhZQJST7gwDuW32xsu61l4jWrFNO8ACJerUH56cn6tAEm9sWk8MsFjIOcJiaCUoRuIGfNUwMuMNk2SBJ9irNKeNWlSjRCBNYyFHGaV/KGSMYN8ZXfOXi/XqkyIxXJyzjidTpinCRnSkiE1UlpBJQKmhEnBIrCZtcKUVnJCbcJUNimfi5k+zkLQOh0hdMcjRSwFlYOmd7lM+7/j60HNwdHg8Pnue2D4NqGf+z3TVcZCfu54dEGF++q3280JsaxJUK0dYRzCRwcghZnAjQaBM74e045Ww3m9XnG5XPyapl0kZ/q+osLM1qgtjz+D5lSNLIBLdnOUIQUPkg634Xq74fvbGy6XiwunCb6FVST9Du4ruoZr0PioukbawKopGGOgzL6t2LZVQhtNXAjJCNphTOxuOeg1YuJFsmw0Da910roNBMZcslgKujxHK6m/ttZQraBcwc44Xx+ZtMDPVKUAEtvk6ruYkefKzYm+yIrU8iZ5tNir0O5MCSUTUEUjttZQVwvE6i4yC3fp5+cXnOYZyzThNM9Yt1UYxtl6gjIqdiBJIJlAmJLFxMjRQTSWhkekyYYpKUqrpuAgMWZimiBFU1aEzP1EfRCJCPEkR/Msas7jZ0wIvn37hsvlMhRA326jn2g/EWX1MBPbAoALoaG28VoeE9XNoD9bcv/w+fkZp9MJLy8veHp68t+jf2Q+p6G2R5/T3gPg5Wk2HtmACMbKeLmc8fXrN//+siy4Xq+YpgnPz8/IJWNRDtpJx5hLRp4ko6hQAZBgJOaWXmrlcMzSQBcKUGZtppuykIiVKumKTCTnDcCWo6zKl0WkCQyZsMyigKYyIWmPl3XfHDCy2KW7Bjlju9ywbpuHcqI7YJvJ7xJO20FkcXSTzEimDLkF9aBxFTo4tNpAjUFZ2BBaE2b3uu1YL1dfICklnOgJeSp4Op3wRCekJBPydj57mlVdxbFuJClV3BqgwpipmzomnBClKuYzeg+Ng8gcNGk/DIsCMGhWk7toot6hkgpgReHyK+qOej6f8f3798Cwt7mpGxMImPnOZK1VkjssyB4Z7iKkH/3HON+WUBDBntPp5D/Lsji7QEzWNi0b/c5opk3ThH3f3US17JmxsFtM7PP57JuIMf8LQ96uKXEnEdIqbHzTPKGgoEAqVY6bHUNNxiSmbs5ZWQ7YK1pSzpIdZH40M4zIvFsp4UGr9WS1yqVMmOcFuci59l3991pRt32wdIzRvmqVnXq+AAAgAElEQVQH91IKEDYBk6uPjo9LxrRFn47TMzOq/l7KJFlBfsMZoArW5kJojPP3N1zqd9Rtx37bUPeK7XYDuBMUP9+eUeYJy/MTpmXClAs+vbxiygWJpGD12/lN4n9k/h97yh8ApUpJIrgqaMZdmkyzEuQhmkAyPRDMUYNS/Bexp3GBDrA5QiZM6Oh19DXtffPzrBBXAJsx7CGJHOwmmiRX29/V99/GTCATgqNwRiEyQTMt+PLy4lrrdDrh6ekJy7IMC+0olCbgHkppArQspwUvr6L9tm2VkkIib5nw+fNnvLy84N///btaDBtS6tky3gKiVqSccL1dpaeKFltP84TltKgfvCBl6deScgYgXLjyuYTCwp5XNL20NqnEqapNG7orJH1nGM1I9pmBVoX/Kskz7+i1ZcIpaIwENOjcLmPlz3zBVncts+yhqIhm/z7hVDMFAIg6NYTFVkU4O1N3zgmWB9sY4Npw/vodl+9v2NcN22VFqxXburnPmXPG9fqCeZ7x5X/9ipxesUwFz6cT1mXBaZ5xuV0BMLZQYSHsZyHlDwShmAKai5M1vlGBiuYrE3rXshSg0aNwjr6nABKj72f/7j/ZdbQDGmQ+qPg1tkjNIgF4CJ2ISdhUODsXT0Rab7cVl8t1MGejcAL3ZV9mmhrIE/2f19dX16IR5o8ZQZYhFOOc4j6IcJ54QW2vmOYJVWkyjUrk+fnZw2/btuFyueDt7c194nVd8dtvv4n2v90Erc0y37kU5FIwzxNOzydM04zX1xfpjQJleydGRsZSTjg9nVC5SXJ7KSjzjKahnsosbekNRSfAO4YZ0zs3UKtoiTDnDE6MnIvw6XozXBVsDfHIhndyAQSA+XLGtu/IOk/uW4fn/N7xU4nv3jZbBZPByFlZ2Fh6ZKy3VZDUfQdqRd02tG3Hervhdr2irjuq+lS8q+lVCIBQY24MXN/OADPm04L5NIPBrr1fX16wBWp/S+8jZrkuCKAEq5qBorVu6ppghrBKNE/hnzn+W43h0Kvl6Mj3Rdw7gB/jmNb+XbSM/d6CcIYrs3yn7u1ds7a1hmXZMM/L4I/G8rBHQe+oBY+F05N2gIsL6Kh943vx33apnCXvlplF+6aEdd0gm49cz4R/miYs2kLQTODTskgFCNoACJKCkXkqmJfZTfKiQptLZ3G3OkoraeQQtkmKV+SUUVXgPOTDglVAgUYGd97Z1Dfb1pQpwdwnmYhhXRjTpM2rAULmgtgG99Hx4zgnrJ1Cj99Y7DOlpA2Kdpy/v2ErBZO2S9svN9R1w/n7G96+fhOgaK0erBYfMIEysF2u2G+S4PD92ze8vL7g+dOLmEifXnFaFkzLjH3f8e3bN2z7juvlIgHmxuC6g8FgDaFk20wCmDPelfz0lC2gkygfp4CHif8o+0U4l7qpZ383YYs7JVEezuGv8qTdl3xfOHnoO3NMLHgv3hmF0V7NzDVz1gQH6Gb5AJgMVoLFKGUOo5m87zum24rb7QbAMqsSSnlCzkVNR0vil7GerxcR1n1Fa93/FhpNLehOArbM86xm7eS1n5QkLrmuq0B/lEDU5z2XjNJEsBmEnCdN4TPLRcxb4VPWmLUsduFTB7Brjnj0pSNIIaEyAYpylvDT7XrFGhgJLWT1kWn7sXCqi2RNSTl0II5+VNPdgJiRWOKH27ahrqt0ntJazWTIruYqGo2+0U9AkdzttuJWhJd0OZ3ABKkGgKJwzNg0018K1Q1ql5o8CdcEWbPQC8H+E0xVl8KwGIFBUA0YeqgxTVNa4Pp+AUdztX931K4OOvEozNJa8T7APY7hfmwfvRe/cwyXxHzZh2DXg4N8Yeq8cq8esR/hfTXtriTT5lXorQuukfVUE1pTahXulGAsp5fNpRSkrAhpSJaX9iB6QjCQCNmTLsZNxawnly9I9pf4o0nj5smtRE8aAYS8utb+fBGZ9rVpFEYmf9s4I5j23vHDxHdK5K24t23MKgHDwwBv375jKwWcJiQG3r59x3q+YL/cgB3InBz1mnPxHTblBFKy4LfrGdfbFXVbcX77hpfXVxATpmXC6csrSsnYtwV7FgBiIwMi2HdhCe3YROukGZNDDiVw5s2D/L2+4cAf1jHI8ghoOWrMUas86MgFICa1O1Bk5mxt4TNi+rYmplLsi3rUitH3PGYD2XXi5mra8+npCdM0+avXaLZxM/5oMaVsDAIyga2JOQdmzPMEoLnpuq6rJJnozJofLBaDUKROGvOcpqIhkOR+oka8XViNA9f7xWybxooTKGVkZrRUZHMgaAZSQiwb9IQPEjeutaYukvq7KTnyKul/onAomK6AdtljxmbPBjuYm/P42jPpz/3948eM72pmmaklKjywqSPY4bWhSXtjoZ9XdBGW8aLZQ5kIJSWUpMWrmpYjGk9bybEAR/u6gbI+NMDR0pwSmsLVaG1oVGojo/EmIHsbocc6H2nQdyYhSrsfpi3uf+IIjsJqmtmejWLPOpd9J7fv3o0maNWjr3l8fU8go8aMWvO4uQx3S/dM8MfZMBe6YxSmQTNSJk8waW0cnyeOy5f7RllGqhb9+vhswguGe9b4Y+sId/9WL0l07ALQWk2bYzjyb+h883411fd3o1n1MYdn1Mse75kp/5DmdLOsAa32QHZOkjqVgF6C5Tum7Cjr5Yrr2wW0VtDekJOEXHIiFEreWyNDBBQJmFPCDmHYXpvEjd6mCfN2Ql6Kk09nIpymCXO2jmfNn448QFGFKUwWoMz0YSGNwkvh3+E94vAFEdCOgObh9X6i+3m7thXtHReKLuvwu/hJKbGn2B3DIwA8LS/GRKPmjIveNOI8z3h6enK01rK7jgJqY44CGBeWb8jNujUrl6XpM5JYYysFy+mElDNaEy2akxQt3243T8T4+vUroP5w3DHnZUbRDmSCzCq7P2nRNhFSke8ICCTM8pJ9pmaupTE21qQNYNt3rNuKxrox6n+8ooobuFW19DIaSY0yMQnCZE+WMBCRWV700NMGjFljx9u24Xq9Dkkc7x0/1Y7BL9KMqj7BIvyqO2TRqOazHabuO1JjpKaTSb2eMmo6EyJ7XyDthrYLS1oqWYK8JbvZalk/yFa0bbtRX+4yfhzCJFa8rRM7CObxCA6RndQ/Sv4/m6f3tNw4n3airr3VuA48qKN2uNfKZsncd7A+AkPxe7HKxAQ1+pgRkY3jf/TeUWhlSg/3mjqQJNfOYBYkuBbBKQCgNTEXAQmJIGwKjIa9SpyztqrCKRtW4QmUyWOO9lTcT2G4y+M+oK1PtuT4zvAoGEYSFkkWmNc6h8PWP7VuRLkrZL5SF0p3t/T5lRBesTTHPyyctutYbqJduIJFzLIQME3ThCklYK1oWpbTasVEBdOUMGVJe5pSxtM0C0t20jIg9QkTRKu2UsAJ2iFY2qtdr1fxPXLgl0mEzGLacrO+GwTDWey+o9+ny6kvIBUvM6rsdyswf4hMOs7bj2g6ur/at+SQS1nh5vDBNbCxxUXk4ySjb5QwFjNjmopn15iPmBUos+/aIpjn2X8seT0mGgybcFisRrAWBfSIXOes1Jipo8EoUjCRqLdMsLVTSgaW2TPBtq2z0F9vNxHWbUfjhnwRBLZMRfubSNyzzAUvr6+YaMIyL87aByJc64q1Cdu8EXoZb/KuFmDbm+SI10h+DeTUM8/QKqhk1SDJPd2cspRNGjgBwV648ZBGCQC//PoJT88nPD894XQ6YV1Xzyt+fX39/WatHd2BFde7eSMlW5DdjxE6wZCpkgjFTVrdQXNxzUcwE08yd3JKyKzVLJScmW/fdqTWQJiGHUdM2NTLh3wB6Wv8RRe/L7KgQQfB7B/wxTj6kaNR/OgwAZV/9wXf1IqIfmb/Tk9EGI/u28aQhqWeHYUlCrXFNE0wLZYZ45x2jzaGOOajf2SbjCOjloKWjDUgprAlMFtX5z5fspkX2LNIibSrGHC5nFH3Hdt2Q9WFRkTIW3bhzCVj5hlPz3LtaA2klFBXxr6xuw4SqtG4p6Y9xraUtXVElTj1oJo/N3LHg3W8siE1Ky7VsjJpe9GT6Ak5/4JlWfD88oKX52dP5Yub43vHx6TSJM1fLOCfi7GPdXpMgbQ1MZoSttsO3skpSzwpHWKqgjqwY0nCFQ0Mya1EIiQUFJKYFmlWEmln6FjzaIvluON3H+4exOlASzDZ9AEckdm4aKOGGc83Ai7vHcx2PevxOZrTBvBEtPaIlkb43bK17D6iHwh09PFYVWLI4kcmeDxf1JxxLo7CKUrLQkcd5Mm5YNE0u6qVTG3f0TT53DaNnLO3/dv3Hcs6CqexrVMikFJnnk4nTYyPG41wJc+ZgFUElRuHRBV42CVuSNHcNaUylUk6HEyTk13LvWoKXhNeLLPkIoIucwOcLxeA+jpbtWTOSsZ+t3Ba4vvWNjRumGgSkwRqjwd/Yp5nFEqo6YKmYYWSigA+6MLJSdPtiFy4oVGQKevOSIxC4ltUGAWJXPO9UpvBt2Nb+I8F1D7i2p+sdCzo1Xd8yHitoz/2yD8bvyOoM0xjB3/VkthjWMQ0qfmpxjfb/bjkYFEcV9SwdxUXH9yXnSMK+iNk8SicZsqnw3t2vUWb3+6rCF/LRVs9WpqiJbtv/vu0zi6cIMBY3DXtq7MzqLkb0d5cMmbKYAjvFdeqwmmni8I5WgiWtUUQYmvZ1CblxtKNSNFnSVUNxGhELpxEYn5fr1cwV5Qs2WNWHmhm/O8WzqaDyUVQVSLhos2qNQtlqRTgDLLQXCMFbTQBl/RVzbA0TUinCZQzeEpoidCq7DK1SfC3gVF1YVpC8u22646ZHaKPJtxwk/5Pg7GTP4jx6EAW6Tj9oVljWuXp0dRLvR0yS1iuUYWTN5G0Krdz8jAWg390swhpewp0O/DgF2OLTyKYWAxCE+a4TKGR0XBbmpxvTHMP7i8cj3xN/53V3He7Ti/ESnuqaXJaCe2hE4K13WuY84KEgnnawI2wtVXyryHCkPOEZZGqD9ugnrWLt7Wqtxxb2dfkGtOyyCsVWW9ggM0Na8DeQBWgCi0fU2yiVqBVgCsIjOg+lpIltqpFFFVzgfec8aIJ9zkVpFRkLdgaYLn2spzQNGk/JcI8TSgpYb2t+Na+6hAZOSWc5tnztB8dHwpnxQ6C1P3llCRfVne5QsoPRFLKg10XXSWgaZAl9d2OSgZNM9I0I71I2hKXDAahoqISUFkEtAIezOUmTZJ2XiW/kiZQkQByImMC51B1An/P0M+O5Q3SEt6SzYPI4pDqU2rwP0H2HBPuQuavilpr0C7P6IJ79OVcEEywgWFz8d2XNeYWhAPmizqEr25FTshp0fOOt3TM2bXslUfjihrSxmKWhGlDqBIzh4ypgZIUUqMRmDNaK8iZkGd59iVLCiBNwmG8TxWJC1AJdWftBFZBKWGZM5gbTqdneYLBjwbgvLXQ59ufBu7GTiZ4OyNV9CZLzKj7rkkEO8AViVrIByFMU8KySG4wa8Th7e0NJWe8nJ4wTQtynkFJ2CanZABcRU4F27aDFfSiRMiJkYhxu1zw9bcblmURQG6e8fz81InwHhw/jnPa63vmWpgcDuikwOjZWb2T5j32CYZPsQeDWU3Z2rC3zuzHCahNOhq3WtFSgjDJ98QIIw7zBwlz4+ELjdREEisxmGj4GYjHNNhoQpvJ52bxD4Qzvs/MPn84vLpg2nVtKUbr3b5DD/58//F+LvKT9uuy+maIWpTQSDaDjpDbVicWhSZKK98su3a14dtnAWAEs5Kav2NCfbI816MJrWYiqyZ3AeXjHSoDQavYthXX6w1Mmh3GsvH7uuPmloWdR0xxRQVy6sRvei0BkCpSJbR9x9psJYcwY0wpRBVLJ/U6WnMDWq0Hk2c8fkiNSWqu3SOWMqSmhEm1CoBjplzJBTxNWOYJSylC8gUl/42LAt3P2lvF3hrWbcO6bbitK86Xs2jepaBME07zohMniQv2IIjEcjFfF65Ju+9kBbD2sGOw3fjeH4Ef4yEamfiehsTN3YN2jK+ebK/X8C7PRwGVXxBkVLUh91eNuw2j8zHJ/bhpzeH3w7g9XzRqbCgxp7kNYcxEQKrq5lhFCwhJk9klXZKcPiQufEOJpZa1jn4XEYyrypZ8/JvN43sCGn3Y23bD9+9v+NfXb1hOJ3z69YtsnLUimW9bK+ZlQtGqETm/8thqqilBTHcDH/d9F3N333E9X3A9n6HLCVOZ8OnTK0qesJxmpESo+xWtsrNOxLzl63VF+r1mbVyo48/4uYie2oRZTq41OJIsorDww0kMJYtVFPu+Swrgvku1SZIz298f7Zj34weEryiMy3Zhf+Z9HEft6aEW/aNbtuo33I1BzVx/tc9HzeaV3uiaUz/oQqi+E9t7rpB4vJR91t88/N7fjjbgw83Rx2MCGi9k/xzWQOumfTDJXdsHpNkXPkawigO4113zvvH/yJIZbn14Fn0zKEVKzF5eXgQs2neNl2d3hYBxE320xuPmZAkVDkKZ1cfNMQWb06rpfvL9/nnJH/gDgJDX9Jk/dsgiiUK1bRtYaxZBhDJNSJBEAtG+CiBpGpaxE7QmBbHrtuK23lxrrquQQV0uFwm03BKmWQK3AHA6zQCKcgdlXZTNJxHmF5LutkCwAOT+OvjXF50bbbo6TGCTydvBv9F/AOiapi84gSlck5L4fnExxMfPJoSw0x616Sh6DAY1evhZd6R8sfdQER+EMebhjudA4POVe3BrijM4EaA8UwjffZS4IOEJi3NLWh8hLmwdoVsY8E3Ctb3Oj+wJ7JtB3GRYxZqI8PLygueXV3z+5Qv+6//5v2AAX89nvJ3P+Ns//6l1o+RkdYaAWzmbNOJip2AtkyTof3p9xfPTCXMpwha571jXa7/Xxjif32Rtryta3Z3+pe4NG29Y1x2324aPjh9qTp0LfzWwxCfeJrc1tEAoEKF0/7YJQnyfRiH3BPoWfiCsAJQ6VG0xQbuWaJE4Lpg0yXs8+s6DbNztkv2+B23Kfbx+7/63+/dcYbpGvb+WH1EBdSdnNHkxakY2zRWv69fv2ioO3xcz95jeI0AIgKcVu3kZfDNzXqU+16QGw/eHsNfRPEZ/Huavj/MRTNX7qbqfPo6DhWq4glwm4UZaFlRmTNs2+H7mOgDj2o7zbqvBSid7HrJV79RhHOab2vq1Fpq+Afs1252GjsdP5dbGfx9VPrPAzdu+SXxT6/QsGRlNyXytAaaGQVLQFNbb0PhjYlmaAAfCrAAwrpcrCMD2/IRSerK2aU5ANUPQetYzMnkn7MP9QAvdqS/md+csLOI4B/Y3g9ZB0LSJcR67Tu3mW5jtw+8mnI/NVTeFgwncx8ZdS8PMYs3H5bEdQ9VSq34+Rldi1E1RIuftRU4CqaewObSeCkdE+hz6HNTAc2TzNm4IDK7yGvNd+x3BBQ8Mb23vXev0JyeJu5+envD0/IpcCv719SvWfcfff/sN58tFOXyNurKz3Pvats0cVs8sC4S51y+LppZxmUu2bhuys9AXKSuDbhS5ACC0nf94htCjw8MMdg9mGjWpSjCmAwvCdnaPvuzF3OyOWOOxD4X7hxh3V0um75T6PRvGmcTtQXO3Swd/Od5LAGfGEeqraTr2lfoQUIG9F4UjKEsbU7z6aJ4+enf8+3u+pEZXRm3ODCDhqEMdVW/VzdvYA8TPowLqIJbllZKYsbYhdAU/xkktv7MFPy5+7vjvriV1/Pa/g4B2Dd5n4GgNgAW1z0k6Xi/LggYWXuB1xfl8xvl61TxxsxjiptY3iogVmNVgvqUntgd5EDkQhrApFc0rTuA21o7K1ySu+7uF85EPouPUqZHdqykfKWu9JtTXEiAI7l9CAaM9oHitSvKetSIXsEZLpmwH4gS2fqDT5M54FLj+kOzuAVWUHYl9cI+E7lfJq2kNPSvruKJp2Y7xUx5efM5sg9A/mmkjc/ggvvXgQUXzKr4noAODQjsCQDY60SpHFNc0Z/NcUi/Qdj5cS05WcVasoLHcK1uPG5DHYq1WN2ouINoGfT68n8u++QZr4YTejVorT0xIfTzU14jNi8+P3Y9uY6HRcq0Vt23Ft/Mbrrcb/vaPfwzs95Szk2/J57V6pUn3MADIzKgp4XK5iPBTXwPPz8/YpgLSHrKXy0WWS3uSZAwmFO2jcrkIc/y6rnh6Aj5/npyl79HxU8LZuBejjpIuLHtNJ4ESS0PS7k4qiBT9F9WygNCSaP2bLDjVdImQuFN+AIS5ZOF/KQVWoN1jlOQKzrUa2xhGPzQOn8J73nbeX7vqO2ot0y7x/YOYhvljfzMuNDqEQChsAMfz9HPJhew2UzOSqS4Ypgna8RwuS8GctUUdhJNDnWlKCZD/g1MKTId9M7PBcMAAZLytD1TH73xA6sZY7e8A7tjGETVnNEMohOL88tzHD5YiCHThXNcV379/x+V6xbevX7F664vmfqMJJ2A1n2KlgTVrjRJu6w2JSOh1SHJvhQdIY57rDd+/fwfAbtouZUZK1mxqVZLtFdM0I+dOpPbo+KFwmv8wIG/hxz7ngE6SwG1T+93RT/UzhdtWhMmXJ9mkhwUG8VsXWpBKxvy0IJei5FFF0DItWI3mFWBmrNLpE3zBibKyh2wLR4UiaIzhRlPUfuSLyP581Mddi4+T1a0QfT+N3x2BnuEh3AuZfpqb+GiuXbmDPIbO2pfl+WDQmGaaWSmgz1OwSCz/2fienJDamPtSMNmCae+aGD0DyQRy3yukLYIl6vd76Mn+XcDMUpBL9B3Wv2PmpvqAds8mmGAok3zBZV1xva24KhewF+T7tfu8J6vrVKHftx0rrbgkQqs7lnkGLye0ug8yYlo8rkef7zZuyh8dP2fWtiY7Z/ibeHj9ncZNciFYsj6s9sJ8Pm8hbil9PAo46YS4z0mQms9pwrws+PKnX1CmrEnUnRDZfICoiDwelSJjPTvi2G9Q/+NdoKKT4TcaVIUCVV0ZYoRd5MX/HqwFN7mP5/W5hsr+Ay19GFVHQ7nzrOr7NSywiObWxp4SGYWTWRZdvO6xJK/k7MLpvLVeFRM27hY2B76nTNk37VVSx+R+mzdGFM6wCdkEuUkWQCIeS75EYOWB1VrB6w1kjIDzjHWvmK9X/Ou7sDgSSAuqoyMw3pdthNu2yXOsFevthvr01HGLkOstPyPfVpzvY6LLe8cPhZMO/z7GrjhqvDvt2pcuqAefjYowaTvBnIVhLeUsGRy6kLO1CzjNOD2dtDSoLxzX7AjyQ+TB5XtdT/0hB4VoWofDRPbvyWdd66qgHfUld0kMr91n6pqzbwCDIAYX9+5UUUCDIBILy4TPRZiTnk1kIIYI6Gj+hvBVG+s0e7C98wzFGtAomETkncTYwb2ukS30JQXJnXRsuH/nFuqaND4537iCi+KgkT0/f9UGT43Bu5BKk3IRTcqokBW3ED+3V7+YYIK1dE/nmUBejZJyTz+U/izCxpBSwvPzM5gZyzJ58XcU0lj2t67r7/c5bcE2Zg+mx0ViE9eYpLTL3qMumC6gRL1HRRa6kUQNrSVMywQkoFhbNl3687Lg6eUZy2nBl8+fpCbwjjS5lwIlslhUF1JAuAfs4br5dfTxuNOdHLWrmMaQLKWDZoMupUGoGf1cw6vN3n3qnwtk+GywsA5/U3NJ2JKH96ubktDX5sLpxQThO5aSZiwKkd3A6i2NHc+eHREh+56ra6Ix9ja2uj/2fIktI6J5N2oRfT+AP+77uyuiFsDBDfLkikbgliSxZdsxLTPSVMAEPGmDpnmacSsrtl3GmnI3z0kFyqhTJq2oKmXCtCwoSUjqaq14e3vDPBXkJ+mU9uuvv+pakGdTt9ClIBSip5RwPp//GFrrgVoM+kd3sxEG6YJp7zJg3W/1x4RdNylYsBiA9LQIAJEBQFl3uPjAO8zftd3gwwVtE5MQ+g0chNC+Q9SZ2BBv9l44ho/oTj5qTD9x0Ij3pjMffnFzLjSPenh91zRHzdlfGzelcBmF056P+3ThGOo/Iyo++FUQ81I3oloramsPhfFnhdO9DlKXiO3fQYP6NI0WQJ9qTU7XVhbdymEkysizYB7zMmPeZuz1itaqN8slsvEk12q2Vu2aRoNqN1+mCacnibuflhMA4Hq9iOXQGI2ru2DWujAl0rxivHv8MM75UFPYrmuTxj01zFwpd6kSgbI2QoX4qnurIAg9JmXC6enkgiFmh1SlLPOizHDJH+zb25unhwHAsszCVROyjiJLguzyNKJ8waSN9zRoVYQP29sG9x/mwZHog/lpe5K8ab9FwQ/aWwWXwZZKca8RggDKG0L7ODwT/b2atvT4Me5iohERNcY6047TJAnhRdvnkS5U+3z1buayaNd9x+1Bl7T4euTYjfNupvI0aQs9wzjMl1MJiRtLO9yzzc+67thIG+Oa0DEw5YyXL1+wt4Zfv/6GXArW7W+4XK7Ou2tjKVPBrAnx+1VS84yKhCZxtwhinX369Ir//X/+E6dlwa9ffkFrDX/+8/+Hy+WMC5+xYRtCfylBWyFqc653jp9K37NjXBijCWtJB7kINUkhIEPMo2xEXgHNAroGjZQajRm072AvWE3ay2IcmwvTYbxHPSCf078P7+sdBW1q54wbkmtlc/aBYVH6xIT7ut/QzJx4pHGjydu1JoIgxvny89v5/HMa32SlZmQM3xdtOo4zgtAEcra8AThTX8xG3tns9mFs29ZJk38knObrxkMSSahjCuYHjlN8p/VxeF/mQ50p04LxyVNHoQ0wNG3rGMbBZLdN1ObTOo7JObI3fzKisbpXR5ZzzsBk09ltACPFe6T87PhQOGO/DDsadCFo9T8aQFNBmSfM04Qvnz5jLhNmbeedWYtqawM2yUipm8SPtl2KpJ+enpBLxnNOODVpH37RZqo5G/OBxDvN4bYfe5gRyDgG+F3D2Wf8DwCqNKXRwsVwDjr8WxaL9Mi4h8OP5lXUmha6j2PpnzWUr5/HUunqnTkLlUc1J75vRfQAACAASURBVIklthxMx1Yl+yelDICGRV1VqJnlXpL6WPacp2mSJj/KOMckGhJNQQ22vi0Vt5tk2dg0ruuG27oNcxF9T/vdBPOoObs/i8G3RZNNw1LahyM0FwIC2Zg6/UbEZZt/rRXfv3/HXqsg1GbrA9j3DbVV9bMXjTSwjy/+LKdFOrLNC07Lgs+fP+Hf/u3f0FrDv75+w+12xb++fsXtesWvn7/g6XTShsKr1phe8fT0jP/6r//6/YDQHTJrN667smk+WSg2wdr1iRIKEYibo69IDDC52dZaU7RXfc9SkCFtvotWCkR/BKqJoyAcbfYufkfwZtS0prV88boz+vFxFMJH70dP3LX5YZfvu3S3CnzBWs4mdyO6C2b/vrVmjwveEzyUVobDWAY/3OZBnxtUKFJOzgphY5LeIyJolllzvpxdOAHRnGsogYpjiu0J3zNrrcaxtcnHZdYYN3KXyA+iO3fC59YfYxcou35V0NHSP+PmZQkQ4mL1BA/y8WDYSCatUpnmGVOZsO0bbusN19vNO5ZL2G9GrZY7bhpVkN3fnYRgR4/P+Lx4xXjSHfamJs0/2j/Fzt8riBmnUjDnjNO84GV5AnKTVgq14na5glvDtslubH0jn1+kiWvUIimYz/FB2EMYj6hxxgf3CB1j2TNcgOJuefxdBMaiuKOwH7N8+rUOPqxftIeCzFyOgttN3a4tBxCExX/n1rN9HEySTj56zi7URKR0L5acrXW3UO4fBStIQbi9VdTbDf+8XHG7XfGXv/wF19sNX7/+hm1dRUiIcDo94XSSXiuxr+v4nGROYq9RY9zrDIFSK9mMQI6T5/YOwgm4D313HecchmMPt9sNDGCHkH5dr1KeCGjSu96zsRS2KuuSACzGYJityALY6y7t5PMN+C7A5LZt+Mc//iHctJq/e71dMZXsVJmlFJyeFpSSsG437PX9srH/ESDEbC6Ixrl0Ipgguyg3nFuTrKBV+nXuy4KneZbu18/JCZusyIYxmolCtSmNgaxJkpgp92VFrlHj2h/+0zUPPQpfAP53swbsvB8BYTYZ8RM/oXOj49RN02Cu3SGQJlSIAhp/tDdN/B7sO+z+l2xwfaNIqpFS7mEThM0o+pmtNaz7hu9v33E+n/GXv/4V5/MZv/0mOaq2aX358gt++eVX7815DLK7hkav4LDWBKaJhFFDEcxE3oNELKyD3znug2GWow0UiyaEiGxtUj9smwOAjkoPPncHFq2O2ZMz1EKp2qJwJcLb2xu2bcP5fJaO3vsObhV7HSutck6YUDQsuIP5d3IIRRqPqDmtrYInHNeGFZu8l7Ok6bUmvqb2UkxFeYRsoRBhPp3A3BxRM7i65Ixp6rQOrVVsbYM0M9IVqylVPSaDg4R0AMceWsxx6uaiGdmjRo4CGv3P0a/0JdAF9dGKkQu4vwhAc1FFY6sR7gJoNJnR9DM3Igpn44rK3c+Lr+oiyjMCYF21UhbKx5wyyjyDAGz75q02DMQowRc6n8/469/+irfv3/HnP/8Z5/MZX79+w7ZtmCZJDGGZIDw9PSuQ19sPNLbByPmsP4p1HMs5C2JPwG1dUbmhGL+PBv39GYe5ilMbj5YIyIL8Pj8/W+sw1Nbw/XoF7btgFXsoEVMLw1IKSbEQqDm8t4Z9lv49275jUu7d9bailIzrtZvjpUx4fX0BAJxOC8qUse0rrrerX8t8fZOxR8dPCacd5DKgieYNzqS9tSo7XSvKeiBfsB3aSYHlKYJIYk2sGSGkF2DAG6O2Jg9orzvqWtEYnZkOfJTFwZdioGfl2UM7fIet76Nr2nsBtX/3ORgFnBT9u0cr+vfs79Es7bxQ5iOpAAbBjH5s/15Ab1uVEqUH161tzO9M2vrAffucpTEQM9q2Yq8dbc0poaQunN+/f8c///lPfPv6FX/5y19wPp/x9nbFvlcsS8Y0ZVDKSFnQ9pMG5I1orYNVAgiez2dvPb9tG6Z58vrfbd/cgkgpIXFD4s5MH5Fjf86H+ydOIIgZ+vT0JFqxZGy1YlU/c+DwtXPbHGtCxmlZwK3h+vaGnQXQqklpdDYtOWtCc3mbsqeVilKZkZNw9pYiCmZdbz0JB71VxnvHT5m1gznnWgTmaInJAoGY52VBSRmnWbqAvSwLTtOMMk1o0E5faipM8ywTogLqAw0L08whSgRqhwT8oNnM5H6A6T0wUeM9dd8u/vuRaes+58EHHThoD4IsWlEc80HYmiGu1O/Xdm8e570LI/vC7S0FemrY+NmQxI3Op1NKkTxZjWUy9/4et9tN+uIwcAubk3UyI01PSylhnhe01jDPE6YpY3l6cobFBjH7rF+Idebetw21NlyvF9xuq5unNjbPlW5SrdTAyFWBRwOH7p4k7lDBQsWBmGfV5DQVbPuO276DKEmdJzPm2yppfrpyIlJsJNfGnWTtL8SsrR0oUlS4pzeKm1cr40qMqmz21jTX2mLEHOZHx09VpdwtbpIFxw4mABlQ8+RJQiovLzjNM+aUMKUkDYqYezwNCXmWSaiac2nybr6OLSpWwTe2veN4osndH9r7Qmoa8/79foOPtOVxLiyGZjr3kUUb+191jYi7hIAIArUHcy9Cyz43hsz2zmTjBmHCGdFF6ykyz9IewYTTQimtadOqdZNyKT2vCVdKCZ8+fRJzTzF3S++rzNiZgSTPGa1JvJolNGZ9RAxHMCRTNGzyOl0fe5V2e001qFlhNqajUMb7d+BlOeHT6ytSKchzwW3bcNsrci54ujwBRLhum7oMsiEkTdXz1vUsYKSARdopDRKW8XYkacxBBlhDTRW8bSiJcLvdsO+7MDScTn+8BeCAUN4JKGnL94SuRDv3iv3UWoFahfwrZbBXgCdHCZGSM6YbemhJAU1/hrhAWITHMRnw4nthHLue08zicKYuWCEx/dEhFnAQbDOVH9lXdtGDuWyvcfgc3hsoOlQgzV99xPtz1PLx38esn0kRUeMTZmZMZQJBuklvKaPSNmTdiKmbMZUJzy/PQnylN2xxxMqMAjHVZMwNexXQqraKvYoJbi0WUs6YZtko5kXKAXOxRsodf7DrS1PbXsoWp5cGWE0Y75JShlyvV1BOwJqwbjvOb2+4rivWdfPOYHaiEcCCm59Zs5Rqa1jXDTXt2EjydOdpdmDNrTwivLy8yurYVyAQnsX82j9k1sYYjFULyMCNUwZIlM2ZEp9RdyBDxHYVzkIJU8pYphlPy0lrAgXKb2rambll/lnlhl3pJISg1x6cJdR3DelEU2GBOthj7zPDAsvDEQTgAbI0/vZACPx8lpZj37N7g1gK8XvmW/r8chfQgTIEve419n5kZmc7OGpf+UVAu5KlO5dlsUzT5PNviy89S57n9XyRnqjretf3c54kyeT15UUVllzL82VJLCnflENG0G1dUWvDqghpKQVTFg0i9bmSm0ralNkfBTQJwgAEXeCe86pgoGyQ/Slt+456bfj+/ZtUPIGxalvB375Jqdj5dsVWd+x193PZOVqTOs/T6aTXk0Lz7briVq9AE2rq/Kc/4cvnL9rHJTm74DRN+PXXX1BKxr/+/ldc3t6cHyvy9lrZ43vHDzXne7C4wc3yBmtAl1BrA0G7LaWEtm3gfUdLGUhNUUBWM6V3IAPgQIWVHBErwReLky/UJyTdhe36fS0+PAYBInbhemQayz8ez8Hhw+98l+++D3Q09niKUdtF7TmOMXIjjebuwQKQE6iZ3XdqS1U7Nsq1wL/FO5dl6bmxtfoGa5cgdCIsaG6t+VLCFiDaJZrEHooA/Hqjia2ofMm27+qthHkI8whAa4apWzk0In/WjKjuUmxduWGtO7Z9x7at2PeKmEr46LBnYQ+nP5veVcwQaSufM3a+pCbwNClrB3Wh37cd67qhlA37Xh+6Qnb8lFkLGHLL/m+L9zCkCWnVgC6qIF1Fq8W36xXb7YYlF5wmCU63zwIESLqYtfgDSpHf933HtskuIzt3w87Cwte4oiagcupm6yFPExit0w7CjElgjx9MlPYHvueD73ja2APN6WYL9d3dHnJMeja6lxE00r9pUP1YJM1obh0c7ylpP5mpiAAs84JFw1NTDsnlQRPllLFtKy7ni6OpBgZ5TFB5ahvLczH/cWsNG7P7lK015BCaaa0hF+kuZoDI09MTXl9fXVgBoGrOLpSETBrgNteaIugGFOr8BV9UJwxohOvtBsY37LXitktm0GXbhC2y7V6D6gwKYYPnxlj3VczZZIwaknxyOi1YZmF3f3l50WdZPfQjm6BSZyb52beGy/mKbd1xPl/x+vqKWalK/u+DVQj8ToIvPygsIJZ6zpYaSHMxm4EWraGSpW2FnpOalZFycqaynDJaY6TUP9eYkFjoLlMWoRzQUoq6KfqD470Mu6F/5rG2wyHKPWjQB/PBXfXdf4dUaR82hjvN+WC+3d88fMc056OxkP4vasjYUmMIH6BvwtJdS/KHicipSCw/FszB9NM4t8YEOWii6FfZxmVpe9aXNf7YogY31HFXBdgIp/tE3c3T0bAxX9Vcq9Y1pT5ZCwZ2N8IfN6ki1ngnxHD29D11FQRtNZOU7q6/1x0EVnO2+mvT3OxSCq7XG3Le8d7xoXBetVQmBuFt4H1W1LTSsIoN1GzweZkx5+w+Z0pZiaF7c5d5mnrGEUsbtnjN2iq2mlFbBfOY3QGMCc8moKadmK1Sg4HH6dP61eMTHnlEBqG2zeUQvjiukrh4mOL37wXN5ProN4aX4bwGbPm4qVdbkKKVyVLirIhax+6M7GodNC1wN7P1tJwwlwnbvGGZF+djZTVZuTXsO6MxYZlmTKUB2466b4Mva2O1OOeqZrOZ1vOyDAX4zARqezfxwxyaAU/ctB6RFCiE3kew9HaxNryzmqLBExGWnFGZ8Xa9YK07LrdV8oW992s391utSJRwUmqcp3nBlAtOTycssyDdb29vao73ipp1W/H121e0uuNff/sHrm9nT7qwBXC73QCd7/8Xj4+PWwDG9CZzvhm+m44b8APPisRUoolQkKTLtULtrH0lDJ3NKWnsTyYo5zDhidBQNSaWkXPfnY9JAbYgYA/XBZWHzzw8XMjo8Pv9595FSB9954HfetSUB6Wr/w7CjS6UDy0ZtSBkTkaNKYJJrmg7gCUnt7M5y4FaMnZ4p+YqjVRFNkgbjCUJi7WG1GRRx2cCYNCgkmPaNWvU5kOWVvi5v9X+LC0tM16zMUtBgGnrRCgpg3ICTRMagFvddKu2Hj0CXlooBWryslb9DGzvwQy3RkyyXllju4y383ds24Zv377hdr74czPrkYhwPp9/PyBkX3SIv3V+l0wSwyvJiLsIaDLYCuB8fsO+rfj182d8eXlFBjBBa+hIJnDXHXwq0v3LaBLlocXqE0nWJmJ5xSiYERzpGnPsAcLMCCWl9w/cl4GZi73b1R1IZOc7nuwdYRZkdeRjCjp+WIQ/ozkfHRGq7yBQ9u7kPh82Duos5g60KE/ro6LoZZq8v4kw58ki9PHqTk3BAorNjFKSwH8EGCMXVC+u6OAKQi6uZQYd59y+E59HFHiLCpyeTsil4PT6KptLybiuN3w7X3BbNyUJ2xUHEOERoEwS2vd9l87tZceLMj9OpUg1iubU2n3K7YsQmnUYhVOKPE749ddfnQXk0fHD9L0RIWz+IKhJrMr8F4s1VSUJvq1iLuVffsHzywsygKL5dNxYs0gqcrM+jeQr1EAKAyKIoMiuNMOh1lX2EbmM4z0W9qZgdo/HqFVdaz22VmWMtjC6yB3+3sdnNoV/Qs3Ro2AOI3qgOe188dXGYvNmmtMQ2uibu/aCMkmwkinr9z25QfvR2DlzWGCtVtQq1wC6a0FEIzDD7HiECU2srTSEdbQeurtgiKgIavIcZDdq7D/UBfR4OJipCRfTPEs9MBFudQNSUkT1UCKncd1cRIPu+wYwsKbNn4W3oy/FiaLdvSJgNkYH6uVwcUzTNOH5+cUTQB4dH6O1SeI7PZ9TZsgESRjVZIeolZWzxcCISTsbF2lPTgmgLAju7YaaCq7zhsqMVDIK4A+DWbpFMzGqkmqJr9GU1Ep/gvEjG0cbhNMEJFn3M45Pth9HWfzI8hX3mh6IePLh+CJ6pPL8Op6hPJjajJ6E4OasgZC6gBtHsRahyBoOoVzUDeiheWYrmq5eTUHUuWfvzGTmwaxlM/F0LpGkFyVRkpQ8pZ0ROhh7hgBNGrMOQgddO27Gc79nEQzzp+GtPRhGHzzOfBsemsSSiVL/DBFyEcFrXFHrjpsmn9d1A++bJAi0CtQdbO0BUwahobZd/HA9RyrSGHdvFdd1xW0VNHd3Yjp29+F6vcmzbays8tndQyLCy6tQdf5us9Z3OQNffHK0M29joc9nRt1tQjVQnCaUsoCooDUlk04FlRuu1w05N5zWFTuz5N1SDz00mRpJXE8AmggncZUAcAsCqj9Doawu7DsRssVwvxZ/+qBH5wUcXBmudTi6W/qenWoaNfpV6IsZljEV4nPmu5lwKmk3U+B4AtSf1+dYNb8ZGtoKqZIew4suA0u9qGAESdPjZhBVIdJiRWEt95XgJikTjdPCmvTfXO3Jc2s9vMSekSHz6oLJRhSuKZPNvEa5qPEiW3kZJWiPWDHF9wrQ7QoGULcVvO9A3YG2y7pSKy0VicW3Jv7kPGmqXRHOq63tuK436dujlqJ5zFkVgYWgZhXMouEji38+nU4o8x+sSnlkRpkZ6lqqCfUIoRemPj094eXpWSkVOyRvwW2LkTEzbpNk7ZvZ01i6P9l1iRvSroTEwRf66Me+exTYKDP3wMpPOHd6nvu3LI3v/hwPzdbwE8d6PEQBUzejIwhGGGoQbeFagohpJOshgnAt+U5kf6Ox5Yb5b/Y3/102ZgOPLEcUTX6crhI9s0n3cx8HWxpfsHDMaiJtX28hGvdFw9jdBJXBdmtO772UjLRkJygDSRI71YpNLYDO4tjNba/rVN85BcsiFhgIVU31krepZDwpdeiUi+coN4/PyjBTsn4sgn4L0vv+mvuf0ZQcFpBlkzAz2rYjp4TTNGGaJnz+/BlfPn3GkzrOXKUxjAWpExHO5YJp25BIUvecM2hPCgCp78ENaRe2BMtIOYIWPxLS4/383sM02CPtGUXr4ysJwBY15KNzyInM+A0+lKKfKSVQHispvPepLlrb6I5t8mzhx+8mDjHQsAnQwVcnABMmcGMfS+EdE8tz2YwK0xj6fN41Fto6l6uZ0EXb42XjBg6b/4jI61oUafYNysEwSlhOJywvi5YpZmy7MBLUxtg14aBMVn/ZiwJKqb7uSi44PT+BmaWBcxBOi/terlec397w+vKMXz5/xlQKFq3WuVwu2Pc9ZA1ZGLJh26RXzKrF6u8dP1WVYoM6LvaukdjmSX5t7IFX1tIYKXfqD5dZUr+4NVwzYS+y45RSpDC7Be5Utvhadf4XS6J2QQxgkDHEOcgQVryYRNx9of+BSStjp/7d+O4DC/rdaVcw5HgMZwza8dFW0DVF/6wvXLiyErZyzyK6DySZViAiVPSc5RTTJA1vCPMmHDxGj6IF3YhhERtQH1PkEHIkmBmghEZGQT7eYwS0YHNqm0bqn0OYLwShLqWIMO4ZoIY1kIz5c6JeHEAq0B5+oh616PMs588543Q64enpCc/PL87mhyDINrROdCamu1W0fHR8KJw9aNr9wYjmRfhbSL36rvL9+3dwrVhyRnl5QWUAmnhASTiE3t7eAGacz1Lt/vwsZvCkrekt/5Lbjno9u+Y0s8G1pxMnB3SW4eVUfg/6v0cAyEcyGk06W+CjuNDDf/bzP/ibLvo7QEY1JUwzhK+Zr+q7eCap1SNS8kAt2+KwkIh6XNIAPf3daE2FYgZIuWpnt+pcvw7+Rd8Qh1b1zNKC3kIzlAQHUNmzFoObgkfbtmmfEpmblHTM/oy6z3sMt9icJCJp4AtoJUv3maV6ZMU0S4rgVHdQTli3DZfb6kg0670l7ckDaAmk1qUK1pakYJv6Ezez9vn5Gadff8XnT5/xf/7zP7HvG/7x97/7ZhdRYCNGM9BymWfM83y3qcfjB8XW7Bt8VL/HOJU4wuS1i/bAt23DqnY5177DGrIIayeAMW+0tgrsQTM3axkXzFnto+h8o2YqOuBju3w/umj9PChkioMMZFDE417e6PA98ovb1BlYIsJxr1stBOFfOjy4PpZuflIQ4mgmm+ndNB/UTV53v7tVZJYGGsCkwAz1Zysb8pjX2/N70YXTNmfdMPdatXervG7ayGi3VDrut1h18RvWSp74YlYbXEDi/UP9Q/scBZDJ3zOe2SZtFxwfHTZlM+ONjXBc78fnlJJ0XjudTpJrezohrxJyqlp9YgXqMUwDQFNVs5Ohv3f8mH0vpJ3ZTmAV69Gkoia5tdCHeL1ehZ+2Vnz/+hWnecLzckLJGV++fJFAvja62asAQ164W6WHoZ+/NZB+xnpJSkK0eoAqjC6c3ifE5x0Ezfp6COY8NjNlQs1X0FfH5cxEDm0Oj9vgo1/1M1l5cSIqOzCY23cf+P2kfhYyQfhgjH61azarU2wMELXuItg4SfKV45h4k9Q5b89nLkSt2NaxtUJTQMcW31Yr9qoVG1mEyYrB123zbtDMrIwJCTmRx2KtOkn63fRuZuQoLINZGTHsJ2eb1DBfXctaz9CUpKcmiPDp9RP2WnHV4mfWe/KSrqmghI3RLEVmFpK6lLCcFnx6ecWzJu5//vQJXz5/lrDSvg3F5Vw35bsqSFl7es4zXl6e8R//8e9/oJERqflGcRcSGx2AIoWqIWpoquOuKGPbN1xvYvGcpkkDv1LciyrILK+SNWGLWxZBoAzkhlS1kak69DH75Lh43d9B13ZMpK+HG5QvImrD4yfM57MGC6zzEkEaek9Aj+ejsIoCCtoUGDEkFehjjfNi8y6Kl7yzW/SjI1ZgiGS8Puk92/jt/N6qT0MEba9KLVKx3iSLZjfqDmYfqwnntmv6m7IFWPHDbVsH4K5ME3LJ4JSArD6ZjitTAhN70kNs127jd2aE4Gu6RYTu77e4XvS7ht4mjVHaYQKdzXARCHi4VyvuMMb3ouCnJfBD722qwrYgDBFiNUg2Vih6n+Y/Vs8pNIcAt5v3xiBIywXbicQ6bdibCFOZZmQiYbpeTsgkJu+iGRpTLu441wbveyicK8Lvsq5CymsPgMBIbR/Mlfiwglem2rM7+zrTw+934hPeiFalfCeYjiQgSUy09g/bOA4nT/dXc1OLKPnCSdzjm3GhHb4orkGTz0tyd7/nsC+qP8UaqG9oDUiDlcFg3VDtWpsWWa/rinXbsG8bVvXRbtfVc1BZNzNyP0/Z8aAFx0nuy5LJr9vqeAAzMM3ahyWLaSgCJyapZTZJrWRGmpTo2ieUnC2BUrA4uL+SmqbresNvv/0mJWJVEgxOmpUzTdIjwQTL+I4Eqc29RwuEUEB85hV127Dtm1sQgsOoT+kVKE1xmV3cMW2um9VaSAlgFs36h3JrBda2d8T5StoTxXd0EIBNdr4szG2n00nIlVgMwckn3XbCYM61XjVPBPVVV1nAyYSzDqZnDCscl7Escl/P4a9sW2j45OEYBLmbsv4nk8eoKcMOPvgqwyfDJXz3H/06mZURnIrIuLGfO4hkwmr3fBDq6IMSmjCnB2DH2qrbewZaXK9Xr6K4qYnWhbO3swN6vDOlgkRF/TsFDtk0582RdbuX1hhN0+MieMIpoyXzaQPgE+aa1L9l4zIOG1s89l3COrUJ9+40zTi9vHiJWrJwVLAe7HpEJAKqE2lmcq1j81+5vJjGVekyOyLNnlRh4Z7of8Z2lo+OD4Wz1W6KtNaGVghW6wZQp7ZnARQaaSYLmvoSnXW7ph1oDAP3iKTVn+zmCjZwE0YFYtVULGZveAAdxevak8hMW51kin/vAnuMncVj1Jz3oI0tdfmMLZbgy4UjiHR/cQ2r3z1cn0SMDtfUcYTxG0izcR1NWdWMnie7N8QmPTGUsWk+6KbaMTYest/9va3TWx4PsW4KZDlZDLej5xvXsMkTbrfNra95Lm7qJUrgqWiRfUPOpqHDwlahsXmJZqdtUuu+ga6bxzlFsIzAbAdR9WT2dhAOExqJmRYV+jGWfrlcQADW2w3fvn7FaVnw+vyi+Ajr3G3ulx/PbxtxybmHXx4cH8c51WeILehixoSHFvRzUq2hyfJWkGPCWdV/SQmJtUphLmrKZCAzag1ooHLHECtCV9uwkK3sBmDLFDvOgwtmF8pxkj7yD+NnTciB4LOacMWfB+ch+yyCf2qbCYKpHcaSMEb8oj6MO60go2O3L/uMWSLbumu79+aaz37WdUXdd5zfzoqGj4swxiM95/XQHbsPLQMoaC20m/ckBJ0InScTmqlkbJv4bKeTxv6o35sxRQxhCQVrYl6to/UQ5VB3URalCLhjG3ZrvcTLUu+OLBoOdoE8jurhomBhGP9uIknve3l6QikFL8/PIJBQkDQj9O7aUk4lVo/V2b53fCicjswdHphXLECBEcs+ATwt63K5yASBkCGV8th3TDkDS0PJCUQnMYiDz2kUhfGhIGwO0W8kA0GalpOpDdsXvAko9NM8/N5/6YvsaGRYt/lB9AYBDR9+R0Dt/QEMCgIajzHEMRaLx1Z6tVbsvGOv2x0TPLN2A6sV1+uKbd1c0GweTRuCBSXHNN1tVsM5jez6EEoxIUo0gTB1DcxSdWTbtN8P+v3U1rBuuz9v59RNnXXRG4GxhDXdZOc+PtPISU2xeZ6QJun7+vT8jL0Kax5TR3iX0wlTk/YMSN33LwrW2Ebgm3jqzJLy+MiR2kQJRRxJbOs2PCvUCuIWmnLB8QaC+euPjx8mIfiDUFMppeRmD+mEUJixve5oAN7e3rDebkiNQU2KXxNLml6ruwABkEyU2yq+jjAdWEV6MGUSodXRGxPTgMCtwdzO4y5ksscBBBneByT8c0D84tHQNZlcpid3G1A0jPXBQQfhPuR1rgAAIABJREFUJFMlDz4eTW8Tukdt3GutWNuOtW2DsJhPdLlcsG8bzudO4BzT9cACCKWU8PLy4ryrkdpEb1OFkofrxG7VtVZkmpFpEb6eddV63b0n6kOQexHIm4IqFfsuDX72bcc8CzNgzsJYX9Uiayp/JkD2rKw6h3UuU5HxP70sWJ5mvH76hM9fPgt30FX6l7xdz2jMmGbpQL1zD+2kJH168iT9XvZANtC0ikCiXPLZX758wX//93+j1YptFf/873/9WxdMZqDtUrTh2l/ArhQE9L3jx7m1RBKn0VXjFBdEyjfTMzgEZpbFZ/mKT9OMkyK4U0qYcsbTMiOnhFnh8lr3YVcfTDTTjvoA+t9MuuCM4GPDnqPmRP8byflcgx6/MEyCIJF3wM/wmcOcPZ7M8dW+eKc6bcHdm5dGN+m0o21X6tCDcLbmZpu1QBCyr6Im5Ek2Vl0wz09PznxoXEOmNdiBkOY+J7OYoK0JplBTQsIkficJ0CUUqRMYjAqxACa1jKataP5t5xUyImgQ+f3H9SBWk7pRKqUurAmO0BqTgWWz7btsFufzmwjn5QIQ8PI6IRt/UQCFTIgYQCHBSixuCVjTI0Hbt33H+SwuwXq9YVs3z2AzRkNqAHHTza+4VUMgfP369febtQYA7Rh3TbshNuecGVCfUHbfjHle8HRa8L//13/g3//0JyzThKdlQckilGgN6+Ws7G3bnZACZuJ5xS6kvX3fP0XzqR5i4GghWBKOxQTdL4yCYv82obQCQtNympKGQ9bI4UoDUHFUwHQUTAOF3jnE9Ou+m2vKbcVeO5ix1R3rvnr6YhROYxjf9w1cG+ZFeFKfn5+lAr8UnLSSYgns46QL0jS0mMcN+23z8x+1eW0VXCdwK7LxqblPBC/fYrD21REuYskSknADN8n4IoK3XIjr7Qj6QOfHzGVDV037T1Nv43c+n/F2PuNvf/+HVIJcL8gl4+X1kye9pK3HUim0RgRJNctvv/2Gbduc2CsnQaXP5wv+8pe/YFs3XM9nbwaV///23qxJkiNJE/vs8isiMjKrsqoAdPfOkLNDPiwf9jfwkf9fhBTuiOzuTO90owFU5RERfpoZH1TVzNwzMgsDkMJ5KAeyIjPCww9zU9Pr0081QVGdtVDBATGDQOZ5Rt+fcVEXPD8+vRn3+JVVKezLbQIBq8muiZvUGAtrNCddwfCthX0JVuuKk+dlBK6cvHJulR/Ger7n/aJoy+Q6XonkFL7gy/jr+vhJRstzldclfqLK1/taeaYYsXLObGZHbOF7ZCHEtCDROBdBnCCBnKXANvtsPvGFC72HtZa7wWkEG9DUBDFr25YmpSEGd+kaLtDBGMHpAIJM0o9PLk4pnKWQxuDJiuLnRnMiP4dk1sl4aA3vaZ7EEBC0ACwyrlaebwJSFLGbspJTyss8I6uWZYFe6G/lPfmbrG4luDXPM8w4kumdgmUBSvsUNFJar5TFWrvy/C4CbQoqWSdC/2ngoCEplYAZS+b5LZgkrm2/qnmurPNyEWnFURxpBVWqG62xaxsOEVMI++nxEdOlx/FwAN69gzMGoXKIkUL5CzfOFY1srSWoV/TJfJGHVJq78l75es3326JAUo6w+N52v+2+q88kCQ7xU3PdMM1JwYiuF5RkjCdDwOf3VbHwhZiwp/NMTOk9990Yx5Hydp6S3SLISpEboQBoDuzs2w5KAdY4tmQIaJ36kyjGQsfIFT/sI3KPkHmZMU8zpmHEIhO8yHOWz4PGqIZCTRaOuNSaxkNzxzHx7ZyTdhshPfsggAgV0ngTDneGXgAfFJTXkGBMLLTyspBDOC0LtFaY/Ag3GmZ9iIl9T2kFy1ba58+fYYzF5Bf4GDCOE8ZxwjQvGBgAo9lVUkoljmUZa1JChrG09CyttXj37g51VeNwIM3cWAurNU6nZ5zPF0zTgmmcSVj97xDOMvRfpgqyEOTKedGgZUBBK6b59wG1cxiHAcEa4qCNkYRzmZMfk44NCZrghUBee28rdOW1b/f5f2fLglmcIAuzBI3SZ5tfCg0vNK3Jv+QSLAH5C62I/GTwv7BT0Iv4ioYL26XnqXUVrLEJaqaVZtKvnBoJC7VxXOYlpbxmRghJZzBfRIplPNcjEvMi8+J2xVUQi4jNV7EkQuCgYkypB0HniDXBtu56zCBvM4UKZdZJiy0RiyfwvWV0moFJ9afzzGieSN3MxEdXXP8qmnO78NM4l489pmCfMZrIu+s6aU5rDBWF6KKgWxlo/TJfvN1+FROCdIKinJVKpVxaE91lDIEis15hWQg3u+92aOoap4cHPDw/YOgvOD8/o3IWe25KOk8jpG9h8CGZWDFShHel4RQJbPneiwlSaLpVUIl/fw0q9W8RWprP6/NSukUl8mOPmBaYF/Ge8kAS7Co0Uco/BgJnp+5c3q/L5ELuiGU08QFppRObu8DhNGPcwrJg9gWsMQV3pFokpLyfoF08o13AASDDxwfAyC1xTQDEChEVCYtiMWPzVmniHZKC4zy7i8WfqVA1GHHEHLCqiKQqI5jjmAjLI/HGQCuFuqlhncOyTJimJQXVjKayLx88BobejRMtOv1M1sg0zZjmJVlGCWCistnv2KcFCkAD20ht26JtW9zd3SXBVKCsxTxOiCFQd7O2w/v3tHjWdfX7fU6JKBGAIBaaseChDYz15MSx2N3iVCsAKkTMzqYGuPM0FAD2CKU5ehYiYmHegCf6NpVyTatuTdFy5Su3f4smXe+7Pm+5wie3F9m3fT0WVwS2NlFZEZRl8blDV1m7Wpw/dWaTguFN5FGsmhgiPPs4InACNaOid85LRkrii5mp2J83Oi9spf+oElrHIUZC1EigJiqurlHZHBXNyRINQBoRAWIvrayybK7xWJdxCFrcFAu+cxaucghhAfNt0Vc5fRSROYjSGM8LmfCMhlJaQ9v1Oa9FcsvnZDjSLK0vhLqljBYbXkSNsahrai6827W/XTgJ+J4pLRZPJWDCn6I1t/ULARGB8j/OwFYOh5sDjvsDnNY47DqE2SPMCyyv8iF4Lv8KSQtLV+B5njDN3C1qJjpCjQJTup3mr2jQ7T4Jv7nxOUvh2/qo299D+lc0RoRO/LIyxfjBrpaTzcaJs5SiEvN18RjnKUVnJakvOT+wQCggdaDWhjSa+OxJcCBmn8rBptRePhRpEQPoCBMZRumQTUhZ3JibUmyBtcsD+GgRRDj5XMIDFRALZFXWqoQmozcJRxs5uAMYs+a1necJYeJia9ZupqK+JE3XwFqH27tbVHWN8+kZfX9JgBalNeGF5xnPzyfiS9ZCT+IQoZhFksrxVq4Zsx2kv0EBp2nxCFXNiyIHgCqXebBY6dR1Dct/hxChOKDnnE3HfW371aTSlN/MgyXtzDRUbhCkYkpyN02DbreDQkTlLKZ+wHC6pNxajCFpXJlUUi0QmZaQinVjSoVsTcAkXMiTSa4vCaEEgqE23ym0H9Sr35F9S0ENcjm8KxFGF1Qa/OF2TVytkswYmMaX8cRLoSklheK5aFmCR9n/4R4zKhcVyORQAFI3beSKjZS7jJmqw6iMVNkuUln7Fm2AN6u9UgpLNPCxwF5H5hCKnOfMsVUIVJ/SZCWJHDcDVqKdc0R08ZSygZi8zqIyDtZZathcEeigaRogkoBLysazdTCOI4Z+gA8BTdukpkNU85qvQwRRcr+JxEzuzdPxDLcWcc6mErFSAYQQYKwpmnPNQJonKiml17a3ge+bMLKxBi66pN7LhLWEv6dpAiLw5csXLOOEob9g7HuEeYGfZlTWwrUttDZoG+qQLDefIU66WNksmcoe7F+I5GQzU2zI0tyJReSU9yoNyY1Gi8k8XclPjrHm3+UlFt8pPwCSJn1LOMVqEIGhVAlPwg0NjGis0s0Qf180pggl8aOK3hTTfm0lCAuBpChs8lN1Pv5WSGNe3ErBTjWmUUNHk84VEaF50faRxTPysxFhjTJRJeijEKgjc6IJEYx1VGyeOouqrmCcSQKm2N8fx5HHkvzxuMRU/nY6nzHPCxVAA2h4Dta1gatiIgEDkLtus/AI8dzMbJHyrJ2z6LoOlZSggVosiEkLAM4YGKWzGe3JjHbeYponaP0bS8a2OU3phJwemEi9opVHgQbDe48vX76gP18wDT3mcSRfFQDqGl3XElNfS9haaQCTy49ySY8xBlGFNKHy8i3XyK/FvyGWQiaTTH59aWomEVR48ZkcQYI9SoFIs0pt++J4kSF/m+OsBGTdH9IX2lLgXyu/uvB55McZA6sLc5bLtcSvQiGgVzfW/LI4ika2BVJIFRZLCWovcb4hBKhooCNjVFkItWCCoRJWlgRXMb+TLu4x8HdyEmoLQoFWsM6i7ai1Qt02iT8oVT0xqEEEZJ5n9JcLHh4eiAFhnpNAGMNd1rVGz7WVAbnRE4CVcC7Lguh9eq7WEkeRsL8rFs4yiGTqBsbqtKBRT5YZ82IxzcTf/Nr2VQ4hmUwAmZ9UZA1gtTbLqhuTszyOI6IPCFw6I1MklSoZg8puaPBjgFZ6RdRFEcSIPNVUis5lbRi3l8wzT/FLvlaVJLAUnTV6iF3JvA8fimU7nVOlsVlvZOpiRYmyFREvnEqbYFBpqks4X4BH8sBlIZNW8CvNKQscN4Yhjbs2WcuxosUxL4oozivjkcd1HcB6cTDIQs6WBd+4QAWp4a7iRkNFXIBdBK3ytUrJlfjHxhpoNhEdMykI3E8qcwhBRcuiAmHDBU7nGD5n64Y1LeVzLQgMrxQFdXwg1yLdVczlkcnsVbmTmjQanqeJA50576y1xljXcI5yoQIi0ZpiOH1/+e1mbR5wmjTWaCoN4Jkag/gvgOLCWQRaIc/nM3ooOEMrfAQFTCQ1QK3/upxLigV7nvgqHHhCBBzTMhGVhxR4b642mUh02VIvWkY0FQdyyrml0iRWxXvrfbLWZgDhFaGUyZ6DKFdMW8gDz6Vecq9bAVWGo+PYFjaT5qysQ1PV65XamBRFVUrBKJMin6XwrS6bq4pWn8vPagBemsd5HLJw0n3GZK0YxT1VWVOqKJ3mBEie3RAJQs7zyD43aehKVzCK+pfUdQ1jLWzN+44E1pgXAtw7Q4n/cRypOirG1G6walpEAKfzCf08o4KCZYBCXdcUhJzWOO9lWRC0Tr66MRqKa1clHzwOA4KntCBiTICPpqkSJ7PlYg8qRvd4enrEyxmSt1/VjqE0scqgCfVr5PKx0pkGYBUlX50xcIZ6rmgOaiyeKCGWZUEshNNEoqQoTWm1Wrnx8n2ZGqWwxLiZWL9jE0kX8w7iU/H7SbmKJs3XI5r2xZVEqY98iR2V+yNI75ovdSucAhXbhvpXryyc+sqYyXXSSQrBQ36eAC/CXpoh+xTxzaZqQAg6UZFGOV6KB0Q5BWtS0j6UqxXfUxbNPM+M0YiEagcgJOYzxmmCQ4SJpDmpF2nRqYzvyxgSZKUoX2qMQdV1CJF8TMxTns/b8S+skBUNKN8JvR9S2wWRCeohg2QKd22Huq44xeKYQFtzMcGyVgCb7U3hlJZtYhqkSYSYHG8/l/wolFg1xmBXN3DGMj2JQlgWLNPINYYD533oAXgW1qqiXhLbAaLJsZ7k25THa2mWa/v/li2lUqK0N0ifJLM6nT8WQiu+alwfJwqDQVhPDCgqfVppv2R26ZXwWU0Ry/IeXwipMiuajxhJ0FbXwkIkpV3ZIio1+3VqTMTsyghJQhQp3NRAloIZWbMGrhOVpyvEbqnjtc3BlHEcySdERNM2sDUhn9puRxhdPtfYD1imCU3TomlbOFeh2+/ZT+1IOSgCCAzzjMWHDLgACbWxNtV1zjPNT2nwLJbFNE0YhyH5/85a7G521BvF0tz97tM9Doc90WfWNZxzqKua2gaeT2/O2V/djkEepoTJ6SHm2ksNbpxzZfWxRsPHiKCZN9UETpbT1BAt4n3uwpQmjxKz823BKwNV16792n1cu7/VuTfvb1fY9PkrwpkFUSziMtDBJjgfMx9HpTHIpiqlOiRwlt7XG9ZwCcwprDhrFLshSkLa24Vs41auhJJLxrZCWZb4ARSES7cv/0YRmNXDAlgwxZSV57WyIBQ1IUKk16giwswBplTVwvNPZx9ZzM7IRdURoJb2/NmyLKuI+LIsmJdcUJB8/UIVZI2sk79TXqsgkCpX4eZww/4oUXJC0YKzLIYxuQzI0ILA+40BoWuTWCKNvkCzKAALR8hGjta2zgHWwBhCTXiluOEuuOGuSlSQwoQwDNzliSedCH6K5rxlA6Rnr1av23uR37evW8f8tX2TKUdvpldSPlmblMKZTNt0/WzSrnw0+lcemgQolFJwjkxT6SWZBBQKSq1D8ZpXdWkeRVA0zcEKUKdC1lRyfgnCaJ9zqQExVcJIxQZi5hDaBoVCZC2IwqwNrEW5rUMi6WNnVImGBThIElMFSd1Q5YytKhhrMIwDhnFMgRytFcZhJB+zodI3QSY1TQPdtIT8Yba8n346w4eAYRox+wUPj4+YpgnDNDPn7pJwuHXbsFBl9wsAAkMkhQzdGouqrnF3d4e/+9Of0LYt7t+9h9Yap9MJ0zTiz3/+r3h8/IyubdG0Dfb7PW5v72g6pz5w17d/Uyolv58hYCgGmD4jljf5TlrBhZVbIr58oKSNU0fhYuUupu8qNLER0mtJ8dfu5TWN+mtM49WxsBY+FOY+YkwwxtL3XF97XAln0ii4di9Zm65+ru1basoN4xtfQDqXaNEUxHoRBVtr0dWPHKs47AszOZ0mX1eSzdV1A/KExaIAv0XpDgvrLSwLETiYRs2X2QcuvqeNheWo/7yUlTYLTv2FED7jhNkzmbTPyqa0fra53MDjGgO1nRQOoMo57HY7dF2H/X4PAFxPO2MYBzw/P6UUilKKit0VUWS+tf0qEMIWMK6C9HM0qNgut4WpZTQ54kSaS6eYpxmn52eC7lXUF5IIionfhVoAZtwjmc8Ev6LY2HXNtrqujda8ZqLK++V75QTeWgnbTcz61eepJUS4KpyIGWObJ/B61SyvtVxE6FqpKEA0fAIhaANjXUoxvbmwiMByf01E4r5FjLnS5Fp4eTMmgvUp/U2IsRBJMHOT30AgeIb+CahdCXO7mNMxn8c5x9bUBA7Uw7EF1bYtFr/ALBS19YFa6Q3jAOstMRsYcqVqV2GcJvR9j3GaMPQ9Fq5RjZGA6g0iqqWs/OGg1xLgVUgM9mJVSeZgmSaKk+z3aOomIeK01nh8fMQ4jvinf/onPD094fOXv6LvT4iMWqoqh2HoAeRxf237aj2nTJTEfrCZOJLPcRLCR25JZ61NoC8v3DJGwykyqZYp0/QnLYr8xELITGgCni6VzWql5q9tsZ9QJYoHSAe5okFf9VNfEdL0WmiTKFqUZ60IZyiOk42/68K05VCitVBfqaVUJGAQP25ryl+5zfTsQHjZuE6JiEm62r+41+1PHgO1Fs4YqDt5lGNm7Uk5z5fjKfOJcuEE5bMMRs+9NomsmtyeCCVlbEpR+76oXuQhCdy+ZO2oiMhLKQWYkHKb1L7Qc3sQAMGvrI9UKLDMiQmfbi0LcD8M6C8X/PLLL3h4eMAwnrEsU6rDlVynuHNvWLVvC6e1OyrCnQcEv1Bbbx2hnUOlayiQH6mgYLjILgQPRAJlG2cxDQOmccTT6RGfn77AGoNLS6j8rm1hdAXHE8YvC5ZAHa6U0qShPR1fG4p4Su/HEEOafRkDW2iPmIMEShGlSlBCNaJWszYJLwuaAnIj2TRj6XMdFVTkduoc3SM/LCaWuMhVwDF9N+ZJmizhtVkrll12ySJ8pHv3IUIp4nFdBYRMwORD6i+SFktFQiudnoU7ON2xCBybopIe8dwjRehEfKRJGwJRcArGNQWEIop7IN+WiL08j8fawjDg9JxCynkm90X2ZdO37joSxBCwTBNmNkeVpnRbVVeoug7GVmiajnDZnFvUWmFZqG+JnxeMw4CnpwdAKVRNA8NM89oYGF5Uz0yZEzktkC3tiCV126Mxc86hYuHu+x4//fQT/k9FGGeAFteqqnB3d4d5rBGWGbfHI25ubrDf73B7c4tpmvE0P+E3B4SMaRFUACJVymtlYBSPsomUQQ7U1ZEefODUQEjY2NkvuIw9Tv0Zj+dnWGsxYUFT12hv9lDOwRpiVej7HmEiMiotqJZoKEhkWUN5j8D/kThqkNGoeMoLT21O3oODItQOTyXG8HITMxQxUE6W5CM9FBFSFQEVdTLlyIQN2awrVE+pcGPSpkkuNv68/M7nY/NeKcVwRAUfqF2eUoJCiYm13HCwwoKJuyLvy58r5Mqe1X3HCM+aTjSLmHkioD74QkivgCVIDUMBK8A7+InAc/MlwWorie8V+VK5fwFY1DWMNTidz0TQ1V9w6Xs45wjcrjWgyKyvqmZdquUneJ+bLE/ThPP5TOZuU1M1jzXsm9LFDOOQK0c21oYsSLmuk4qoAVDN7bJg6PsE9bPW4rDfo2kaBFchLgtuD7e4Odxgt9vhprtBr3pc0PM8vr59BYRAGsxVlpxX0VZCKKUipHpP7ocwqMRyMAwDlCb+0L0/wAefjldVFZq2Q11V2Hd7WGtwej5hHAYs04xlmtMEpvZxtAgQraApTGFwV7FsrkHCu0kgPNWHSgQTunDGFVaSxd8JiEk4VSzM06g4ZZR98tciu5Co7DVTsPA5y0l+zRdO6aoC/yrRbB1zZFtz4XuZG00uCXJxwsoXjy/5gMrXMuVQ7vMyWhsQ4pJ8zYS4UllRy3d11Cn3Gvl6pA4VfL3OUcVJG5jJjtMlzhFRWd3UiYDucrlgHMcMmllGRE+tJ7XR6HYdvv/+Oyjueg2lMC4L5mXEOE/UT/bS49L3qXvZi0AasruRniHng70iSKLVROxlrUXbtDDaYJhmLGzC9izAdU3dr5umeTNO8BXNSTdb1RWCNQjclCUGnlorLllVzG+qEFBawVUWbdcRwzcHgmKMcM6h6/ao6xrv7z+gqWs0zQMu5zOeH57wPD4nH8ZHwuhqBdSOauhkcvil4BtKE5offGAB4VIjAIA23JJNQPsshEkAU2RD1BvdISfyPLJwroUuvBjo8vP1hOafzQq9nfByP/JaCqdSVDplAjV6Fc0ZChTRGoyQza7VBIsxt1XcgNpLQS15apNZW2zzEphpISbuIIKrkV2llEolcr7MTRqd8LLgkdFap/pIbagsy1jLwACX6n7FrzydTqvr91MPv0wkxG2DQ7PH+w8fAABLoP4p/S+fMY4jHh4f0Q89xnnGOC9wVYW6bdK4lc9m+4xCCAjeM0UsCe5ut0NVVWibBlppzJcLFnC1Ft9bzayHXdfhre3tVApHH6ndQsDiZ25+EyDYSUnwaqbI9J4CMD5QGNtWDsY4WBdReTZZmWvl9u49mqbB7d071K7CMEwYxxlRGSyeAkHaOCAoqDixH0DMfWX/D4J+lSud+KB54UgeV4ysLKlwV5gwU9Ajfb9YeDZaVT4RREmpHVfjt9GYq0mt4ko2y+9e06Ql0EJ+xF9T3KBIF/skPHEhnF7lni6ryRY2nLdFgl8mfMnSsLUCZKyT1cJjnAJbeg3JpAVznVaRwItm8MCyzIiImDjwIvSpIrhSaxljroSSvqLRT4iewAbn/kKA96qiRVsrph2l3KWUhs1eWCIYxM6VPkBujSjToRwDcQOkmsh7Kpifxik7WlpTumYYklFH3bQtXqzQxfaVVAqvloF4V4axxzxOzD0rFQIVnU+D/RbL+SWPECc0bQdbNURBYlwqs+m6Dv/hP/w9uq7F3fEWzlhchgWXfkbEM4aJGBKaqgXiDMwLFAKiMiz8QjdI16pVHszAPiCYlqPElUZq35xajqOMHEYgFSiLYgjlJGbuGvk7FrQfuGbe5sqTcpKDx6u0ml6axFufFKsFKOWQ/RriZwy1cxefvazRVEqlztHbc5bCGQrTdRsh9v76PUNraJP7kpT7Ss2lXHdyy2OgtIqiyhJjDFrbQimg7wdERIwTmZ3yHa2JoV4bA20M5oUIo6dpTNdKTYEDTucTHp+eaKC1Shw+xlq0+z2D6Ctoo+GDMFAsGJnlg9rClwsZzRFnHS9UbFXMMwZeiCau+RyGHogkYLZyuFwuGIYBT6dn/Pz5M5m+7e+gKSmrQwKvXtM8QcEi6OzDQKGo1aM5Lo2NoAmnSCYM+Zr7/R5t16Hd7dA0Layr2c+o4aom/Wit4bkfJpmyIisxw8UUIAgU2WR1zhMCKfKW6GJFKfI/ii98lVJIQisTrgzkbNIleClg13zN9LkMlMLqO9eO8/oDyt9PaCq+f2qPt2Z40FrzKa+nR5JZGEKCZpZCGMtnXH6fx0iGrPxspf2L9vCiNtPvvP/iF6jA1JlAMoW11my+5xaSIhwCVKC2EobaH0RqMT8vxDIvCDYhHyPWheweyfyV9F1pobx8LiFhjct7FktDKZXcoLJ4RPz3eZ5Tyug3C+fiiTVsnC4EIjg/o7/02LUtlGoB5WCVBWKOaC2CQ+TJZ1yFut3l9gxth/v7D2iaFvcfPxFVQyD/td0dcXMbME3AtBDvy+l0ggZQawfFpjVYi5Hbpom5TVZkZA2jjMiASMLLSS1GagKzB5kpaXEHIgWmRSNEyd+9Fuy5ojm3+wQvTvLm2orvb/9+AZZQSIEXEQSCUzKiCBtEkVIpanttAUnanelhXviWUfrmIHXQSiBEH9fpqeK7FiSY1jhOhZjcOp5B8IGjws+nEyJyBY5EYa2zsI40XYweYSGTN8aIXbeDdRb/+I//iLu7OwQ2a//644/4H//jz+iHAY/Pz9SnxS/8PAPCPCfk0Mz9SEOk6SH0JCUoZpmpWGFZPMBulox15GNKQ1wJJgatYVijTmwFiP/5tcX3KyAEoZPgCRk4+IKiNAjI+0RKZSRngh+E4XSJqxyqukHdtKhZYxprgSUgRg/rajRNh6bdo9v1iNDo+5FaLqiZVlOfOVjEByVTKbf6SwqdJ6O3+lnXAAAgAElEQVQP65xiqTnLCVrKsCr/jMV+6c/44vsrDZL2XZ05j1fa98qnrzy0UghjXPMWiTmpNfs5kUMxV4SzBHqsBC1y9DFmP3TtV2YwRSi/X4yI+LRyn9cghuKHahbQGAGqb1ZpUQDAlSachlH5/iVgNY0jIiI0uzNNU2O32yF4hxgW7E4duh3VDI8zMeyFGWkhFp/95RN6Oe70C1ZtL4jDiRbwoEJK2wi3ltyrB164B8CaBuja9qsY34lmwcJWFm5xsBX/cCI3xgiwf2HZya1qYkRruz12uxtY56h/Stuh2d3QqmRrQBtETerp9v132B3usTvc4+7dd3h4fMRf/vJXLNMZ4/NfEPyEeYkI8NCapkXSHIzu0Aqc10RqTColb4l8qZhOyUdKZWAq/SiorDllv/TtTFRVQtpiErgo/+dviKkWs8ug0jm/vklSvwx7qUA5xhDJNo9BNCptWkn1z0brliaqCCdrTHlFXE9aMd+umbUhcpqE2zwopWBEu7MpSvy1hOQxXF9prOY2Csz7ywGbxc8caKHAkA8L5sWg73sAhPw5nU6AUmi6Fk3T4OnpCV3bQqkIrSKMtdgfDjDOIShihDeXnjqhjcRkb5wBjEa1LGgCkVBPXKM8TVPy54EsmMIlJFBV8GLWXxROz2dooymVYjRMoLy5RJerqkLXdSlY99b2VeFUCgmVkbh9tGHThGsFV7azRAkNO+0WxjpYW8G6GtZVMNZBG0fRM4mM6AhXt3AOCIGMLw+Fp1OPqVcIY4VljlB6JiwrhFOIBEnoLwBkSJvYG4XgFIYXTaqVT7X2W5MIRxGoyL7QWpu8NFsL/ZrUeXprtcW1NfjmtvXhiqcEWahisSjwYKTWJdvvb/1J0Zhha86W14DrAirVOorHiAcxaVLFQRmoDAVV3EQ38j4aZAbqGBGXbOrCAzHy+3xt8zxjGAY6Hs9NIvOauGs67au5NtM6osC0ltA+k1Js3NE1GV4wKE9PCKfU4VpnPxd8n5ERUrLahkWY8KdUMWSthQkBGnEFUJBUigQwX9ve5q3lJKk2JnOcWuoWVtVN6rpEeEXCOkrj1HFZMIeAfpxwGSd0xqFxFZSrSWPaClE5RKUBhuYpawFodKaCa/doD3c4HN+jPz/i818d+ssJf/3LXzD0A4bLGcs8wWpF3YtDAAViIxA9tyLMmobYVYT4mSdwKVRBph4Le1TJbBTNGkTtKYbrpXTOtfTCS7O33MpAwDookKU4Jpv6utlVLh6KTVk53iooQ2++0M/bqgsfiprNlV+OlCGRsQubRSBKraM2ZA2BAjZKMWGYySkQay3xAbFAKL9g9h7BL6zRFpzOJyzLnLDbdV2jqmu4yqFpajhn0LRE0WKdg3UOfX/Bzz//jPP5CX1/JjpM7hXq2TogZJDm1KBlLC1xDFnOqfplQfDEdLDmV8pcVqXllbq2s0YuBW+369CwtmzbBnXdoOuoAHy336Wo+rXtbWwtVwgI8oQ6TQHOVbnZKtPlh6CgGMkfYqAmLZ46F8+Lp3iBsflHW6IoUSa1j9a6ApSBMw6ualG3O3S7A/pzByxfcD7V+PLwhMVHhMsFS5CJR+0bAGqoJHQZQcw4lAIQsypcCWi24rLHtP281IqlUF7P/W231wT0ZcROfMtSQK8dT/w65HVlc57kn1/Jq25/BEoXI3P7FBoQIpj83U1NTY4zMEwyrrQ3oW4ERKCtJcIuTXSrAWTORk/YadKKPXUKYK1FJq9mgdZJEyX/1ZgE0/v5l5/x9PSQrSWtoQ25YFVVQSvFjY0yqbXRJjWDisETRxUXZQgjCIpnofgepXBDUFQinPM8U6mbc2i7Ft2uo0qYhmo667rG7e3tm6bt2wghWwExwoNq4rRx0MZDaYMI6va7+MIkAhATKNtSorVp4eoa7W6Pm+MdqqZBsztAawNoixAzE52zgd4HPWRlLGyt0KgbfPj+j9ifn3HpJzw/PyOEiLN6QlhmWmGjdKDOgQsfuGeoBI0K4RFfMLmHaUKrtCqWcpwqZFSEUv7q5H5LOH+N8L6+vWITgwSpiO9sBHAt+JHfFKEWX3MVEEoLUZmPRGJsD7Eco+LyAPIbFRK2VnxQzZqt7jrWniazOhgibw5s34/TRCRZUNRDtGngZIK3LVzlEj9PzaRdzjloQ3jZCNKCdV2ncRdAgbYWdUO5xaZtEULApR8wzzNcXaGbduj7HlVdkxXInb+l/vJyPmOWPDWE7JpaV6QcK+OcnXVw1sIvSyIZEwjf5XJB0zRcNP6bGd8ZUhUVABJOYzyUMoiRQORhCemh0UQhhIdEYl1dw1Y1mq7D4eYIVzeod3soKApN+0gmTSCyJyo1ZH/RUG8J6zTa+geM/RnPpx51+4jT8zPmecF4OWOJ5EfopPMkD0bCaa1JPtdKQOK1aa/STCw1agi5IFzM2l8jlPk4L/d7K8f1b9nEByyNg/xZXuXl76wpN5pThJ01hPjgZVev0hNd5ZFZewaFVK3jY4SJFE21VYWaNYfh/q3iz9nU4ZxaUIzTxI/fpAZBbdegZVidpOXoWLSPNlrCcsQVVAinNgbWEfyv63Zk6fFnxp0wjiPaSFH9S9/Duop6nIwUEJIa0/5ygUTJk3AuC5GfhdxcSq7PGkssCjH3pJF7rus6/f3a9qZwzuzkLgujRiJNfHG9wmqikbnRNESye3v3Dm3X4eOn7/Du/h67/QHaWkRFbQGhFAPRARPYLNUaQbN/l9piZFiXqWrc3r1DVVV4eniAVgZfokTPAjz7mk4Th4tKCJ6YhLOc0EnzXPEV5c8QkAIkVDcYoHUpnNd9ynIrhVz2z2kREaCX38nXs73u8kqRv5xUHV7/Ttz8pHstNKyifyKbqlGtj0gLQYGZBYq8pcopEG1hrUFVN3B1BesqSntI1FqCRJq0Z9U0ON4eqZs2c8e2nbDX1XCcd1SgIKUACog+U6Efes63e2itOENQwRhiiadcOAEPJo7WjsOIaZ7Qdjsc2g5dt8Ou23MLByH2MglccDlfIIz64zDg0vfUXHgiTADFNzSCX6i/CzUuSyB3Edyy39Br25vCOU4F2DkEMmGhEArNEoJEomh1fH//EW3X4X/6n/8Bd+/e4XC8xe5wSKx1EQrDSDT0TUt2v1WGUxm0onnkygYjnKvGwTYaH7//A5ZpxDROaNs95mnC8/MJwRMo3xqFylhaQjxFD0OIyAmU0se6JlzZ7ENUXEaVGdmVCohx2Uz2l4K5hX2VGngrMDmPl7//mnBuzpKi1Sj2fis9s7IGYhZMOkt2C8iAUKUhkT6n97hMT2pm2RdMeF6+MWst6m6Huq7gmgbWURewEKgTdOSF1zUNYAw+fPrEifoh+XsU4SRqSQnAKG7bEEBNhkOI+PzLL+j7HofjDu2OAi83x1syi9sWy+Lx8PSEaZpx6S/ElDCQWXt79w4fP34E+ec6Lcik0WPqzv70+JSCRKfnZzjmIrooSkVJfGPmFFBcctPhwBU2sjj/LrMWDJS2TCevYBAs9zUpKiTI/qeaunfv3qPtOuwPB7TdDta5HCkUM4ihWMm/5vkVS8Hg94ICNCIYvAtlDLR16HYHLLPH7nCD3X6Pue8xzlMRT5NJx0GBGCFonLX2SWEONuNEeFJcdyN8Zbok146Wu7wUzPXnKI55PTVS7rf6a/14JHeIwrSNV8z07TGL7wNCzBVJ4FJLP2QBRR4neV/SaFVVw1lLPmHXIsZs4qXJpxR8jJjmhVgYA3eXsyTUUBrGURnZbrcnfOto4YPnwKNm87ZJfipi5GqkiLh4EP8UaW1pP1nVNZqGqHJSmoTvR6Ky1hjuxK4RvGdy6oVTPoJXtgDIt5WaUa2IhLpt2+QD+4WitQpA27aUx1UNNJA4hlJ+t2AEfG17mxpTN1AKqLjltjxq6Q0hbcycc9jv96iqCu/v71E3DQ7HG07FIGlMMFzLanogHhEJYa4ybyrZBqIzAgsuAwh0gLIa9999j+O795imETEEPPz8E/rLmcwWGAhGL0Ix2oWb827NR5TapBDVyKtGzBO5fLBrEVDZ78IGKA28ENzyoWQTt9znxZNAXgDy4mKYG1X8NUoJZaEvc8/JIsi2MOWZEeHjTC0SnIZilwAxstnJWkQIo1nFO44p3L5/h/3hgD/88D1++MMPGMcR59MJ/dDj559/xrLMVNs7BwzzKY26UhFN02CniSCr23VQAPaHA2IMGIaey9MIMnd3e8Td7S3atsHN8YBhGPHTT3/DNE14fnxirURlid2uw/F4xOHmBre3xxwziLlgepomjOOI29s7rsF0GC49TuczPj88wFqL/Z5ax9/e3sI4AqoHZp5QAKwxaJsmUYcu84zz+YwYY9L4+65FU1U4HA7Y7/fJPZqmCU9PT79dOHd7Ctw0dV00yCFUvnXULLRpmHKk6+Aqh7brUFXUYdgYk3hPc6g9v0asLyyi1GplqIa1lELSFJaJxdquw26/R38+wblqJXwrv2r7E+P6tfhOqUXz+4UmxGqWFymPl1uMa2F8axPf89q+WdCLzza7vRbTXX3KaRGyiNka4SZU0rZBxoz8zcISUYpTIAZtt4NzFW7v3uF4e8Tt+/c43t5hmie4pkHd91hYe56en6mF/TKn3GdknzWCtOq8LLy0EYhZsR/qfaTURhD6E2ogVNeRhMpYTMMIpcDs7gp1ReTN0omaCKMlqhpSk2AaDl7EYi7wIM2elRHRvRBTuzEGQjqQRkYRmCF1xYuRA0Im5WmrimRFaSosl2DTWxC+N4XzP/1v/xlKaXTM+eMs9aAgwbQEX7LCzEe5Klu5NLBEwgpKPhbmZhDkuUw4rAUmG1bkeAcA1OBbQVdkJiilYOYZ7z9+l7oKj/0AP42Y+xM9iECOlcC9BcWCUjBZawr/T2o5F7PJl358AFKGr7jSF8Gkwgcsfl/v+/s3SvQXD1cpqNSkS3yZUrg0g3T4PUU+vlFUySGOb4gBHoCCgVIG0ETjaKxFtz+gqht8/4cfcDgc8A//8R/w6dMn1E2Npq0RlUGwBvMw4unnn9Ffzvjv/+2/4nw+4+HLZwxDn6K11hgErdFPMx6enhCDRwzU6Od4vEHlHOZxoSbCXz7j+fSE+/fv0e3IlPzjH/8I7z12+w7jMGK/32MaR+yPO3S7FnXdQGuDefaJLeF8PhPwPMRkys7zjOAjBfpiRMvBp11LqZ+Ghb6pKiwV+avTOGKe5gTlk+fgHBHdOb7HeRzg5xF3d0d0XYO7d+/w3XffUc8gTrG8tr0pnDc3t1BKMaLBwrHt7iz9SOE0dUnmmjvD+EmVV9vr0wpA8W8poPxLWuQl5xaUdM8in0ebgLppsNvt0e72aNoWEyKmPgPhI4Q7RwRj7Qvmq0DygUs/MgWLRKhXVSQvHLx8h+ycbQdfji1bCWZff67S0G2Ff308NmPzEYs/VPFCC13SFEoBytDaaQAl7fvk6yGmMj9qi2DgKofd/oC6bXF79w6H4w3u3t/j7v095S6tBowFqgpLPUJ7j6qucfjyBcoYKjdMbHYSyyKAAUVoA2KcSWiYbWMR4Qk+8cCKLyuk29Y6eOeJTSEG4qRiX5dMWimGJj+zpKTMBeVCi0XjSbQumZ1KAj1ak5tE4HsK8oDniAKx0yul031KAXgKKIJaLkqa7zcL5939R3J8pZ02zxYttZwKFIEICkGRv6hYI3rFMcDCfCqFkIeGJxgKQSgmXKQp5SOlNMisdtzkRwHaoDsc0dQNoUrOZzw9fMbldKJibM1EXGzSBR+RFATkfRn49XKxvqYiCJSY2tfm5XqMVSGcWO+3CdAo9qlX7ym5kq1gbxnCFQCKeqag2ysbCYROmGemlkdUCuxlInA0dvIeygdUTY2669C2He7u79F2Hf7wpz+i7TqilulaHG7v4LoOROfP9v0SoJVBe7hB1e3wvx4OBFR/+IJp6PH0+EB+aX/G+fRMs8BaaERUroHRCnPwWPoeXx4fcTmfUVcWVe1STacQOccYcbmc4ZcFE/fiiYrqQp2bMdUTpom6Wk8TUVqSiU3MBZfLBeMwMmY8pzjmiqCDgkLSSiMsHhoK8zThcj7DGou6dijLxnzwHJehYNLYj1jmGX/+85/x008/4Xg84p//+Z9XMYH//T//H1ef2ZvC2bbEcVI7B20UTy6BzCEF3qMKadKJMSq/AzkXttY0caWptoIZY2RQQWSZUHSeKFdAZpmrKihn0e332B9uMI0DM7MJ20HWJBFkvpbBa/KpIlBEaun8LwUzIYrk93wrV6Kx69fV7+V7av3ldXBoK6Drv1MASG5xFQDKe6Z3OUqeCha0tHPMzIQRQNAe0QRUdYO222F/OOD9/QfsDgf88Mc/oe063BxviSGvrgkTLWrGe8SFFgxbVbBKobk5AAAOuw7zOBKFJX9nmEYYprxUCnAVxQ3IR6TAST8MgKqhjcIwDnh6foazlpFEueoo+gUxBsyzLaB5BAlcMQYW4+0Xj6AClKf8tcDwAFBJWggkvDpzNscQ4RdPzYvZp0xR95mObRhQLybv6XTC8/MzhmHAzB2tJSXz2vaVVAqvCBqMl9yYUOy7KK1gLE8cvihJgwn799VlXWRio1MzYkWxgAoXjk4wQSF7jBzMaLs97j9+gvcetm6I3nHsyaRgzqMoeU3wIp9vNFEzyqvUrCZzNlI9q6CDZBmifbdCLb8X+8jvxXvpC+kYPL6yYGw0p2h32YSOJeUWVdHEWBYbeRCpAsgkdjmyZxWiJhelcg7KGOzrGsZVuH33DvefPmF3OODjd9+hblrcvH8Hy23WldbwShFhWpB4QYR0jhbzlRaBiGp/gG07fKhr3Hz4iOfHLzj+/Dc8PnzBtFAS31puxMTplsPxiKqusd+12O9afo4B4zDgdHqGVgoN90qhoKXBMI44M0SuY3K5ru3QNqRwQggYpacnA9YpHgHKfTIS6OnpCVpp9H0Pay2ON0e0hz0UIg6HHSpHuVfwNaUyNo7Wam1ws9shhoDL5ULQQGcJLmgjmrr6HcLJgHSw5ithXMkgVASq1tJQxySZ5ckX4Fdzio1MFkyaq7EQgqxesoCaRGtJ2o++zOw4iKBV/uZ4h+fnZxhbQZmJzGFPiWo5frosNjtXmij9xHT+QrXn91R5jem3lRWQTdpNjjOuhTm/n88M7hmTrwrJbFo/S1o0ZFWnw8jTKReB5DUVPmfWnEqTmWs5yr473KDd7/Hh0yf88e/+Dt3+gPtPn2Ccg2ZqyRAWxuTmLnEhEskYyvrNwv0xbQsDwO12UADaXYfaEeb1xx//ShhpTQJO3MAR3Y4ADDeHHW72O0zjgPPzM6Z5xvPTI0dJ71BVDkZTl+9LTzSXAqdrmhb1roE2GnvOL/qFfMHLhcikqZlRgOl7LMyQcDmfAQDDQHy5t8cj2pbgh/v9jlOKlsrsFvqOZy3eNjmIqrXGw4M4D4BfZo78brrEbbavsO+JLxJhJLgRKf8V2WLUHGiRPBgFYmXVvjoN05YwimKzK5mEhYaOZPoFcbiF9lKJmcpGrrWodx26/R6H4xFKK5xPT4g+FLV3dF2iOdPFxcj7ZDN23TeTNWdkzZkCNcjKsDgcVBaStVxutGYx0NtxSovWiydSnoTYDBNp2EpyucRJbpTvxYcIYqfmY/Cz0kZhfzig2+9x+/4eN7d3uH1/j9uPn7L5qouO1BGQMjHpe0JR9Kz5hS9DWrAo6azBdrirG+wOR8zLgu++/wP6/oLPv/wNflkoeoyQWv31/UCLAdOcWudwczxCa5XACcLUd+l79P1AM0xpLv2iChEBAlRtBUBRZ+plgfY0R2pX4fZ4xDIvqKuKy8AmGCWd8YDjDUWSXUW9NikgSgCEpm0SUwOBX+hp1HWN/X6fFse2bfHhw4cXfYjK7W2CLx5cEdCY3qdJJpC4qGJmrg4iONnMzT7neivX9WvrPeT8PBmUAoKWaVcYfhHUIsJZdDc3uLm9AxTw809/Q1AeXK2b5nb5PdLiEZCyr+SXIFW+i3CiCMiIqR63xyxfC0sDkH2vC+jL8WE1/KrVI4gggjkSFnkd+VVKsZMd0wIUoah5rjjfWkOrCG2Am+Mt3t3f48P3P+D9h0/ojkfcfLjPPnxkug2E5J9qbRNqJ4HPpS7UL+laVaQi+GzmMlvG8ZZY9KYZT49f8PPPP2GcFihmCA7ek1nY9+gvFzhn0DbEaXtzs6eordEr0/F8vmAYRs5vRszzAqWouqRtWmir0XXEayUpFin2ruoaNxzA6toW0zThl19+4RgIuVPvbo+4vb1NCCFZ0IdhQNs1GMcRj4+PFFiaZvjFo2kIQSfbzc0NfvjhhzcLrt9mfDccfk8ClgEF2cPImi5COGvkCKV9u553Kv9a5N0iV7CHclcgRga1c+sFpZHqIxT1b6HeJgHWOnS7PeZ5grUOs5kSly5dkfiAfMUiiGLBFmdOHmXMqNPS+Myb3LMEudTWYl7f/jZ6tHqvWHZeYvFW382cQPk6t82mACqcZkah9D3wWGpFdbtV3WB/uMHx9g77myPa/R6urtMiFRCTCazk+bPs+xChERgiWaTRpABBNHdqoSGPTkM7B1fXjL/2ON7ewjmL/vKEZQnUOQyU+FcxwFmT64j5PIL9FjY7SvdZIEYM/YCZu43VdQPvKf2mlIKrKgrUPD3hfCZTuK5qQivxcaqqwv39ewA5pTgzEmiapsRjFGNMf5NAUuMioRmlrmnccnAhDX883vx24bQVFZ8anSfBNkMp70UlfKzZt0lTTZxM2mNzFpXMW9bD/Ailbo5+mz2tfg5EbyLCoo0hev/ggQBUVY337z9AKWpaM80T5mmC5+ivLq9fBJS1M6803GhWVGLME0zueav8xIovzEpReoWBXmzxhYBeFc5Cc8pisrJcY2QAeuH7smBqzQGzGAElzAaRgOoBgCKeWSiNpu3Q7fb4+Ol7/PDHP2H//h3a45FGP1BXryXSd11Tc9SXrnIYZ8wLdYSGojyfsxZKUX0lrVlsg4UZkQHvCgCMgTIatVZ4r4kL6Pn5EafnJ/zLf6fUR9vWqJ0lBrAYqOrIqFRyFmPAyP1K5N4r62BA7I3Pz2cM44jn0zOqusb333+P3W4HAOi6Dj/97W/45Zdf8PnzF3z5/IDdfofbuzvsdjt8+vQJbdviT3/6Q2b8iBFD3+N8OnH5Vw74SVmY9x7TOML7BfNMwnm5XNLP09MTjscjFYtYi/+E69tXeWsVBODD/DSqEDKeKORirJy4vM+VLc9L0WNcdiQKVCnoqJFJZnPfFi2RYOYZIthZNkuVNnB1TUD8uoYba4xjz4nXlInNZnfhZ0rASM6aAlsxZn94c0vZAhCtVNxnORTp3uPV39d/8+tGcyq1CS5BeI6KZYDNz2RCqwgq/+I35T75Bqm2sOHSLBozY2yyZqJYBZwn5fUrdfeOxU1LfxlhOKF4AAehZEVTYvrKswYjyqhL2G6/Q2TAOyXxCbZnFHeu0/T8FXLvlZkpJ1PkdRPFNsJ7xf65CI/RmkrGxgnzNCeggpjSRtNC03U7VJVLzPLjMDDR2Mvnl5gBuaqGAWepINsXxdmSsnlte7tkbCaEfXQORqs0oZUmZjUK0PDzLqKTQFHreW1GF5Nr/Uq7G22yfouM8LHcRctpGA1Er5N5rCDA5hnaWuyPN/DR4/bdexhjMI49cY1KoII7iSVzlhvSAOwXIe3KPhIFMzbc1a9ua/aBkm6E3ysXhM2WUUxp6l/5jDbNF0eavxxDvmioZGLHSLBJFRW1MQRRh9iKetUc7+5wvD1it9vBcN8SiuiS+Wg1Cebsif3QR7FtNKHCGG8alGL6mEhxJ0UAcVpULRADfFjgwwKj2SpTBrZt0RqN7//wR5xvnvCvf/4XXM5njOOI/jLjsOvQ7jryj0GIm34YsMwzTk9PWJY5CYbVljriGSKarus6tfyT1n1PT08EKXx4xNPTCcMwsjCRNGmlUdcO3a7Fp08f0TQNnp+eMAwDfvrb3/CXv/xrWhDIBM4aNFk5UGgbghqGZaHmXNxbRcUIPy+p1eS17att59MsZZ8w6xWUMpW/U/xbzJakofJHarWnKv7Jp5VzlgxowKv3wyulqyp21jss0wTnKsx2QgxU5ZCCQIV5GeXAhUZY3Z4qrzZrsKT7Cz9brl9W73y9r2vNX7dthbVwM+JbC8f6A4kYSpPZisfLOsfoIaYE1byIFDcofwv5spxTKmapnYX43JlrKI2npOXAFlky3amus65q+KZB2xLnzuU8I8xF3xYFsoBS4yjhtc2QwJzvzWMtAHSp4BF+WQCJ8gRAKuTQhrRsSNrOJz8UyMcYhoHTORkoD3YrlDTcCtky00rzYqU5+vwbUykC4tUpx8gTGhEeXiwmtrc9m6aC4UwzYTWl5HlAzNGV9pSJnk00ktFct7jM9Lil50cyvpSiPJxWsEbBWYu/+/u/x/PTE+ZpxONDhefnRwzDpcARFCkUzxFdlBWheVClZwqZuFuz/aUFIH+Jub6VxdfqOFNwDK8sdKtNUFWANGaKic1NIZum6+MLXWRVk1DuDwccbm6oGW3TwEdgYfbzBYCyFgaKoqxcSC3CEXjB9ZHIqI2m6pZs6IsVxe7J6uplyCOUolKsmilH/uP/8o/47ruP+Kf/8n/hbz/+BZe+x3A5w1mDuqaii4oROpV17HsSJ62BgYJJEL3ELug9zqcz1SIHCoTdHm/x/v19qrHMIPaIL18ecOZcZ9u2ePfuLjHQt23LHQmeWWhztzTDvrkxBKyfeO5IXlRqQFODpFe2t6O1vBSJGGTPJq7MJSALXOmLohAfMVFfSOpme4mYyIlzkpGQfCaKGmYBEFNNuwpVvWB3OCACaHc7jNOIS3+GgBaSyym3k5Uiv8TVB6JZk++WVT3f8nWtngXzmiAWxygHhYH+2wRU0u7FAfLVlaG6t2xvWQBp0TVFYbI2zIjIKQgf6Ucp4oxFFMFbXVASsqRl+TyrR1/nXuoAAAreSURBVF0Et8qFOF0t/6KthYsRN8cjrDHUCMs6+IkCRDEGCmQZEB5XqVR87YMH1AwNA41c51pq/eA9ItOOaG1QcTqkrmtUVZVIuJZlxvlyQggLnp+fMM8zDoc9kYkl0D3g/cJzlgqQnaWxtbwAImYrSYq0hXCM8qO/VTiT2eGL4WZRFV+SzV5ttuqZB8RLJFSnKN21gNBqQm0ElMylma3qhb7P4O3AE5zapQdoKJiqRlQau08/wN70+GFasH98xPxf/m8M/keM/RnjcIFVFhX3s9dcpxdTW3Vq1ms0mSghLFgCVchD29JOK3R4TONUCk1+X27vZWBnfb9IoClaQNhakLVArb9KSBz+I5LJ5/2MEDQh9ITREApLpBrL2hjsug7V4YDd/T129x/gncPFe0qBWJNIsKA0lhigQoSmWjK46BGQO5OBu5HrEKCXmUw7MTGVBIXE/DSAEQCKzCs2MW0DZQL29w71zYQ/DRHd3Q94/Pwznr78Ar9MGMceUwDGhaK3laYjXS4zUVKqmYszNIxzMCEAjMYx3I3uePcObdNgt99RC/uKoHjDMCCECTFOmKceflHozw5+GfD5Z41L02CZB7S1Q9fU2DUtPwjKo3788Al1XeNwOMAYg4eHz+j7CwgwEpn/OMAvMy7zhLe2rwsngFTKAQlC0KRJAlqascgrBf1eNO0pRHE1u66t9Pk09GfyMcQmVYDmYl1Qs78lRrL1DdWS1vsb6KrGzf1H6LpF/Zcfob88IQwTZk/fd5rghxQB5nb2qaZTAhaEiCKMroaKZuWKl9cvwAz6OHtcaxNXpYXutRuPiBSEijx5C97ZVH9SGCapm5Wn81HOj6LXKuZ+gyFGzMHDhAjtHEzdoNrtUe/2CMZgCrTQaqGr5OumVBSgeWw0IhQYseOJLjVoancPLqhWwiUkfVvk+gXvy5uYvQoAjIUCUHUOtvG4+9BDuw5ROYxzxNifMYwLEDxmv1A4zNKiNIwe87TAGsDomMi9lMmdtLW2MC63oWzaBs5ZVEy56f0CYylVFPyMGIB5HqBUwOVywrJMCH6Bc5RLrZxLyqd2NY43RzRNi5ubWxhjMAw9pmkg2s5IVS9xyWx8rwdQvkZTciXCsBa8LS34yy2jbH77phQYTF02n92IeApy5HpFaw0QHXb7PbRSuL+/h58mfNEaWBbAz1jmCQoBJvrku1JFQ2F6RXrfWotUJxpfXALEpFfFd0qsaxJMMceLcSnpS1bACBb27UN8CzBNGyOrAsHgggICl4w561A3BCfb73ds0jkoawkULyB6lVtcyPhm4IOUoLFJqYQXuLwEUf08ZrJCaWDr38hYLH5hq4E0ctu2pHXCgsYZPD9+wS/wOJ+e8eOPP2KeBkwXJngLFDe4OXTYdXWiz6zrOpWX0XOj+5vnGcvTBCigbZvEJeu9hzEG7969g1IKu12bfFKlFCN9FI7HIxQU5mlB349wzmEcJ0ZrUQCq7/vUs1NK0AR48AKdudl+VSOjVx9/Cu1fnygvHtb1vfj17clmDEW+EgLmyj5lRDdH1ijZbJTCu7s7hHlGmCYM5xPmIWIcLiCuhQANwEqheCiDMkzRaS3n3b6+2KyhdCTJZRR3e4QXOc+VHyn75AWBxuBrAgpG9wQSDL435xwjYXbomBnPOkday5hcSobCUkIWUPkdEUk4QzKpy+tlozWW9x9X9yH3JfckmGZwV/Wmbai43yjs2hqfncV4fsI49Pjy8AXn52d8+emvmKcx1R3H8B5GHxOzuhB+xRgxz9yDdKY0yDQTWEBSMeQSeBhtEiN7VdnVYkikYxY4KDjrGMf7DKV0Em4aI80lYnMS7lQpozWc+R29UsRUej1ZDrwlVKTB3jx/cYy3jiOVKDFF08gvkwCFrNpU9uMTlpZ+nLVQdY3j7S1UjFiGAVN/weXZwI89+ZlLIPwwX4bkvGKICLLEJV+xqOQv73UzRqv3VDZpsxa9rjn5DBSllomL6+dLennjSuRvcUSaYwLaaNR1RURZNwccDgdYS0EOibwjCg4XSbAUryo+LQm5UGD7HLdjk4QUGSMdV2pj45eLaQHKeWsbEeoaKiw4HA549+49EAM+fviAU1MjzgPmaUTXtqicxbt3tzje7JMQxBgxjiMIYreke0TMi67lVhFEs0mLGZHwLZjnMR3De4/9/oC27aBADHzLQma8IIEAhWEgvO6lv2Cex7SwSWt6gRi+tcD+KrO2DPuvzbWvb183v94WTNkSmDqBqvPqpLVJwingdcTIfhGBmZ21+PjxI477PZT3iMuML9ZgeH7AMnG7txhBHfSYzS54+Mi0ixwYgmIaiiI48xJPnO9d8J4ptsYCGj0vMEq9+A6NLwEGaJQ1lAqrffLArCOkxQdIWqswiy23Xt/vD3j//h6H4y3quoIxBgsL0Ko9w/a6Amm/5EfH3J7gtXFIOWV+X3zy9bXynUrVEfup2hLEz+iIxhlYDei4oK0rnB4fcHp6hPIzpnHA8eYGTVPj9rjHYV9QVnLFCL3OPA6Ua3SOGhs5VzFEL9OJIFDfWInefvnyBdM04ePHT7i9vcNhf8DNYQ+/UHftZZlxOp3gfXb3ImYAmS60qqrUYLdy7vcL5wstkD4HJHOVVvztfnFD1XH9TF/bgTRJBDvW5aQhYRHBpAAET5YofLUK0RjUvJIebo+4e75DXCacvhwwDQOUJ/C0ZTZ3GJOrSmIx8VamXUyTNo/HdoyK4E35vs71qFe1LjS1jk8sE3p1DglSiamahDyZiLIj11IYTRrCUauCpmmIS3XXwVY1tHWwRiMoypUGpVL1j5xPqZI2jD9JboZejQMZTWstmsJAKZqWn65YE4Kbjry3NAFGJKLwqmmwOxywLDNuj7dEbVJV8MtMncMKbh8BI8gr0WcyizsvsJb7ttR1zQ2LSIC8z7Qn8zwljScmK+FqBYTP15piIzr5p0pZQIVcmibgiHhlUmy2t4VToqsqJwfW5lde9bcTLOX90j+/b8srqksHTAagyqacSh9EyQClrW5bEkBjcGxb/O2wh1omXE4n/KQAP89AoNYOQYNIy6IHYk4Wi84QjQlk8z8NQaHFk2uQPhK7mbGovLiUWzItFYCkPQvTT4RRK8TUAkEeulyEUGeQ/aBdBe2oFd3xeMTduzt8+vQJu+MRzc0BpqqZUwhMW4lS1tPYXrVzIsH2/GZfCY6l92LWJ+uDFJpTPjDCRMFpJKuB6GBr4qXt9nv4acCXnw/413/5b5gnwchO6FqHpnYE2+MATNtSykNY/sMijYdooew66slSVQ5KAZfzGV9++ZkrSJaECBIBEzBCVVUJB6y1II0U141aGBuhdcTpdMLlcllZoyl4+cr2Vc2ZjZGNT7Q66HUBpRA6vrZA/OpNVuGSmKv8jM5JH6zAR7KPMYhKJf/CcXMbwyZO0Ao5NVRU1sRr5vlaW6rVBaz3LwNBaSFRWcDX+8Y07iSbuWbn2jivn4JIQyFGKj87+a5m7lRjDAxTlEjXabkhXhdePL9SOJM/rFTW7dsxTzcm2rR4MK/Mi3QF24FTmtJC3ELQWerFkhfu65hlAb/T/cviByBGOSwkgls2yyVTNDd8Wl3jK89P3hPaFKMjlI7puC+P8bpwqN+b5vi2fdu+bf/fbK+jbr9t37Zv2/+v2zfh/LZ92/6dbt+E89v2bft3un0Tzm/bt+3f6fZNOL9t37Z/p9s34fy2fdv+nW7/Dyv5vxoOzHLKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://shijue01.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/forevercan/api/raw/master/images/giao%E5%93%A5.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  }
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